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zy1111/test
zy1111
"2024-10-15T08:34:34Z"
20,590
0
[ "license:apache-2.0", "size_categories:n<1K", "format:imagefolder", "modality:image", "modality:video", "library:datasets", "library:mlcroissant", "region:us" ]
null
"2024-09-27T07:03:45Z"
--- license: apache-2.0 ---
lukaemon/bbh
lukaemon
"2023-02-02T01:14:46Z"
20,541
55
[ "size_categories:1K<n<10K", "modality:text", "library:datasets", "library:mlcroissant", "region:us" ]
null
"2023-02-01T07:46:51Z"
--- dataset_info: - config_name: boolean_expressions features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 11790 num_examples: 250 download_size: 17172 dataset_size: 11790 - config_name: causal_judgement features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 198021 num_examples: 187 download_size: 202943 dataset_size: 198021 - config_name: date_understanding features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 54666 num_examples: 250 download_size: 61760 dataset_size: 54666 - config_name: disambiguation_qa features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 78620 num_examples: 250 download_size: 85255 dataset_size: 78620 - config_name: dyck_languages features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 38432 num_examples: 250 download_size: 43814 dataset_size: 38432 - config_name: formal_fallacies features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 138224 num_examples: 250 download_size: 145562 dataset_size: 138224 - config_name: geometric_shapes features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 68560 num_examples: 250 download_size: 77242 dataset_size: 68560 - config_name: hyperbaton features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 38574 num_examples: 250 download_size: 44706 dataset_size: 38574 - config_name: logical_deduction_five_objects features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 148595 num_examples: 250 download_size: 155477 dataset_size: 148595 - config_name: logical_deduction_seven_objects features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 191022 num_examples: 250 download_size: 198404 dataset_size: 191022 - config_name: logical_deduction_three_objects features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 105831 num_examples: 250 download_size: 112213 dataset_size: 105831 - config_name: movie_recommendation features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 50985 num_examples: 250 download_size: 57684 dataset_size: 50985 - config_name: multistep_arithmetic_two features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 12943 num_examples: 250 download_size: 18325 dataset_size: 12943 - config_name: navigate features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 49031 num_examples: 250 download_size: 55163 dataset_size: 49031 - config_name: object_counting features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 30508 num_examples: 250 download_size: 35890 dataset_size: 30508 - config_name: penguins_in_a_table features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 70062 num_examples: 146 download_size: 74516 dataset_size: 70062 - config_name: reasoning_about_colored_objects features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 89579 num_examples: 250 download_size: 98694 dataset_size: 89579 - config_name: ruin_names features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 46537 num_examples: 250 download_size: 53178 dataset_size: 46537 - config_name: salient_translation_error_detection features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 277110 num_examples: 250 download_size: 286443 dataset_size: 277110 - config_name: snarks features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 38223 num_examples: 178 download_size: 42646 dataset_size: 38223 - config_name: sports_understanding features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 22723 num_examples: 250 download_size: 28617 dataset_size: 22723 - config_name: temporal_sequences features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 139546 num_examples: 250 download_size: 148176 dataset_size: 139546 - config_name: tracking_shuffled_objects_five_objects features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 162590 num_examples: 250 download_size: 169722 dataset_size: 162590 - config_name: tracking_shuffled_objects_seven_objects features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 207274 num_examples: 250 download_size: 214906 dataset_size: 207274 - config_name: tracking_shuffled_objects_three_objects features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 122104 num_examples: 250 download_size: 128736 dataset_size: 122104 - config_name: web_of_lies features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 47582 num_examples: 250 download_size: 52964 dataset_size: 47582 - config_name: word_sorting features: - name: input dtype: string - name: target dtype: string splits: - name: test num_bytes: 60918 num_examples: 250 download_size: 66300 dataset_size: 60918 --- # BIG-bench Hard dataset homepage: https://github.com/suzgunmirac/BIG-Bench-Hard ``` @article{suzgun2022challenging, title={Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them}, author={Suzgun, Mirac and Scales, Nathan and Sch{\"a}rli, Nathanael and Gehrmann, Sebastian and Tay, Yi and Chung, Hyung Won and Chowdhery, Aakanksha and Le, Quoc V and Chi, Ed H and Zhou, Denny and and Wei, Jason}, journal={arXiv preprint arXiv:2210.09261}, year={2022} } ```
mteb/sts12-sts
mteb
"2022-09-27T19:11:50Z"
20,489
6
[ "language:en", "size_categories:1K<n<10K", "format:json", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us" ]
null
"2022-04-20T10:47:29Z"
--- language: - en ---
asahi417/seamless-align-enA-jaA.speaker-embedding.hubert-xl
asahi417
"2024-06-14T01:51:16Z"
20,370
0
[ "size_categories:100K<n<1M", "format:parquet", "modality:tabular", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-06-12T06:48:50Z"
--- dataset_info: - config_name: subset_1 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 10876520133 num_examples: 2073 download_size: 10908762452 dataset_size: 10876520133 - config_name: subset_10 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9674569297 num_examples: 1961 download_size: 9700306271 dataset_size: 9674569297 - config_name: subset_100 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9422313471 num_examples: 1757 download_size: 9447085440 dataset_size: 9422313471 - config_name: subset_101 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9998168326 num_examples: 1873 download_size: 10027347383 dataset_size: 9998168326 - config_name: subset_102 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 10287499716 num_examples: 1868 download_size: 10317718412 dataset_size: 10287499716 - config_name: subset_103 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 10324121806 num_examples: 1879 download_size: 10354352259 dataset_size: 10324121806 - config_name: subset_104 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 10263173609 num_examples: 1901 download_size: 10293587612 dataset_size: 10263173609 - config_name: subset_105 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 10125643360 num_examples: 1875 download_size: 10152113436 dataset_size: 10125643360 - config_name: subset_106 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 10184641498 num_examples: 1880 download_size: 10213159494 dataset_size: 10184641498 - config_name: subset_107 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9945312725 num_examples: 1854 download_size: 9974410300 dataset_size: 9945312725 - config_name: subset_108 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 10122729548 num_examples: 1834 download_size: 10152878773 dataset_size: 10122729548 - config_name: subset_109 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9646581786 num_examples: 1770 download_size: 9675397019 dataset_size: 9646581786 - config_name: subset_11 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - 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split: train path: subset_84/train-* - config_name: subset_85 data_files: - split: train path: subset_85/train-* - config_name: subset_86 data_files: - split: train path: subset_86/train-* - config_name: subset_87 data_files: - split: train path: subset_87/train-* - config_name: subset_88 data_files: - split: train path: subset_88/train-* - config_name: subset_89 data_files: - split: train path: subset_89/train-* - config_name: subset_9 data_files: - split: train path: subset_9/train-* - config_name: subset_90 data_files: - split: train path: subset_90/train-* - config_name: subset_91 data_files: - split: train path: subset_91/train-* - config_name: subset_92 data_files: - split: train path: subset_92/train-* - config_name: subset_93 data_files: - split: train path: subset_93/train-* - config_name: subset_94 data_files: - split: train path: subset_94/train-* - config_name: subset_95 data_files: - split: train path: subset_95/train-* - config_name: subset_96 data_files: - split: train path: subset_96/train-* - config_name: subset_97 data_files: - split: train path: subset_97/train-* - config_name: subset_98 data_files: - split: train path: subset_98/train-* - config_name: subset_99 data_files: - split: train path: subset_99/train-* ---
japanese-asr/whisper_transcriptions.mls.wer_10.0
japanese-asr
"2024-09-14T07:57:24Z"
20,365
1
[ "size_categories:1M<n<10M", "format:parquet", "modality:audio", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-09-11T09:52:44Z"
--- dataset_info: - config_name: subset_0 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29741913577.241814 num_examples: 62101 download_size: 28406057868 dataset_size: 29741913577.241814 - config_name: subset_1 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29815585138.73427 num_examples: 62323 download_size: 28488972470 dataset_size: 29815585138.73427 - config_name: subset_10 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29831443458.675167 num_examples: 62172 download_size: 28490041949 dataset_size: 29831443458.675167 - config_name: subset_100 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29740102232.58974 num_examples: 62114 download_size: 28402573685 dataset_size: 29740102232.58974 - config_name: subset_101 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29804666990.485275 num_examples: 62225 download_size: 28477636147 dataset_size: 29804666990.485275 - config_name: subset_102 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29847859656.366245 num_examples: 62219 download_size: 28508104461 dataset_size: 29847859656.366245 - config_name: subset_103 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29776271336.13424 num_examples: 62248 download_size: 28453790146 dataset_size: 29776271336.13424 - config_name: subset_104 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29864954995.718533 num_examples: 62348 download_size: 28540369174 dataset_size: 29864954995.718533 - config_name: subset_105 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29845768222.852547 num_examples: 62287 download_size: 28508203679 dataset_size: 29845768222.852547 - config_name: subset_106 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29868915195.73696 num_examples: 62355 download_size: 28531446961 dataset_size: 29868915195.73696 - config_name: subset_107 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29833296511.762436 num_examples: 62252 download_size: 28502966117 dataset_size: 29833296511.762436 - config_name: subset_108 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29846554379.21017 num_examples: 62398 download_size: 28521313998 dataset_size: 29846554379.21017 - config_name: subset_109 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29808600165.9863 num_examples: 62240 download_size: 28473663596 dataset_size: 29808600165.9863 - config_name: subset_11 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29807895865.53131 num_examples: 62230 download_size: 28470625940 dataset_size: 29807895865.53131 - config_name: subset_110 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29829181073.93217 num_examples: 62281 download_size: 28508841100 dataset_size: 29829181073.93217 - config_name: subset_111 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29845682710.49548 num_examples: 62335 download_size: 28524753965 dataset_size: 29845682710.49548 - config_name: subset_112 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29826059756.774582 num_examples: 62252 download_size: 28493408051 dataset_size: 29826059756.774582 - config_name: subset_113 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29736425530.042995 num_examples: 62066 download_size: 28408328564 dataset_size: 29736425530.042995 - config_name: subset_114 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 4936296.0 num_examples: 11 download_size: 4709772 dataset_size: 4936296.0 - config_name: subset_115 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29775544304.801655 num_examples: 62159 download_size: 28447112935 dataset_size: 29775544304.801655 - config_name: subset_116 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29764092406.31982 num_examples: 62150 download_size: 28424856922 dataset_size: 29764092406.31982 - config_name: subset_117 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29734215090.831867 num_examples: 62098 download_size: 28401429108 dataset_size: 29734215090.831867 - config_name: subset_118 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29785403327.377136 num_examples: 62307 download_size: 28454761582 dataset_size: 29785403327.377136 - config_name: subset_119 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29887080358.46854 num_examples: 62437 download_size: 28560903814 dataset_size: 29887080358.46854 - config_name: subset_12 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29778963955.27637 num_examples: 62217 download_size: 28456064768 dataset_size: 29778963955.27637 - config_name: subset_120 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29795324063.32621 num_examples: 62213 download_size: 28459179628 dataset_size: 29795324063.32621 - config_name: subset_121 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29823497463.618946 num_examples: 62219 download_size: 28486036307 dataset_size: 29823497463.618946 - config_name: subset_122 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29825885978.784977 num_examples: 62198 download_size: 28495894587 dataset_size: 29825885978.784977 - config_name: subset_123 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29824518738.544853 num_examples: 62207 download_size: 28482461945 dataset_size: 29824518738.544853 - config_name: subset_124 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29734472830.244003 num_examples: 62044 download_size: 28397807256 dataset_size: 29734472830.244003 - config_name: subset_125 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29751692495.66535 num_examples: 62132 download_size: 28418245723 dataset_size: 29751692495.66535 - config_name: subset_126 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29860413580.83239 num_examples: 62262 download_size: 28531745153 dataset_size: 29860413580.83239 - config_name: subset_127 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29844407241.442238 num_examples: 62182 download_size: 28520446380 dataset_size: 29844407241.442238 - config_name: subset_128 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29802989154.327606 num_examples: 62225 download_size: 28463177779 dataset_size: 29802989154.327606 - config_name: subset_129 features: - name: audio dtype: audio: sampling_rate: 16000 - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_length dtype: int64 splits: - name: train num_bytes: 29850861116.343075 num_examples: 62330 download_size: 28520805908 dataset_size: 29850861116.343075 - 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split: train path: subset_33/train-* - config_name: subset_34 data_files: - split: train path: subset_34/train-* - config_name: subset_35 data_files: - split: train path: subset_35/train-* - config_name: subset_36 data_files: - split: train path: subset_36/train-* - config_name: subset_37 data_files: - split: train path: subset_37/train-* - config_name: subset_38 data_files: - split: train path: subset_38/train-* - config_name: subset_39 data_files: - split: train path: subset_39/train-* - config_name: subset_4 data_files: - split: train path: subset_4/train-* - config_name: subset_40 data_files: - split: train path: subset_40/train-* - config_name: subset_41 data_files: - split: train path: subset_41/train-* - config_name: subset_42 data_files: - split: train path: subset_42/train-* - config_name: subset_43 data_files: - split: train path: subset_43/train-* - config_name: subset_44 data_files: - split: train path: subset_44/train-* - config_name: subset_45 data_files: - split: train path: subset_45/train-* - config_name: subset_46 data_files: - split: train path: subset_46/train-* - config_name: subset_47 data_files: - split: train path: subset_47/train-* - config_name: subset_48 data_files: - split: train path: subset_48/train-* - config_name: subset_49 data_files: - split: train path: subset_49/train-* - config_name: subset_5 data_files: - split: train path: subset_5/train-* - config_name: subset_50 data_files: - split: train path: subset_50/train-* - config_name: subset_51 data_files: - split: train path: subset_51/train-* - config_name: subset_52 data_files: - split: train path: subset_52/train-* - config_name: subset_53 data_files: - split: train path: subset_53/train-* - config_name: subset_54 data_files: - split: train path: subset_54/train-* - config_name: subset_55 data_files: - split: train path: subset_55/train-* - config_name: subset_56 data_files: - split: train path: subset_56/train-* - config_name: subset_57 data_files: - split: train path: subset_57/train-* - config_name: subset_58 data_files: - split: train path: subset_58/train-* - config_name: subset_59 data_files: - split: train path: subset_59/train-* - config_name: subset_6 data_files: - split: train path: subset_6/train-* - config_name: subset_60 data_files: - split: train path: subset_60/train-* - config_name: subset_61 data_files: - split: train path: subset_61/train-* - config_name: subset_62 data_files: - split: train path: subset_62/train-* - config_name: subset_63 data_files: - split: train path: subset_63/train-* - config_name: subset_64 data_files: - split: train path: subset_64/train-* - config_name: subset_65 data_files: - split: train path: subset_65/train-* - config_name: subset_66 data_files: - split: train path: subset_66/train-* - config_name: subset_67 data_files: - split: train path: subset_67/train-* - config_name: subset_68 data_files: - split: train path: subset_68/train-* - config_name: subset_69 data_files: - split: train path: subset_69/train-* - config_name: subset_7 data_files: - split: train path: subset_7/train-* - config_name: subset_70 data_files: - split: train path: subset_70/train-* - config_name: subset_71 data_files: - split: train path: subset_71/train-* - config_name: subset_72 data_files: - split: train path: subset_72/train-* - config_name: subset_73 data_files: - split: train path: subset_73/train-* - config_name: subset_74 data_files: - split: train path: subset_74/train-* - config_name: subset_75 data_files: - split: train path: subset_75/train-* - config_name: subset_76 data_files: - split: train path: subset_76/train-* - config_name: subset_77 data_files: - split: train path: subset_77/train-* - config_name: subset_78 data_files: - split: train path: subset_78/train-* - config_name: subset_79 data_files: - split: train path: subset_79/train-* - config_name: subset_8 data_files: - split: train path: subset_8/train-* - config_name: subset_80 data_files: - split: train path: subset_80/train-* - config_name: subset_81 data_files: - split: train path: subset_81/train-* - config_name: subset_82 data_files: - split: train path: subset_82/train-* - config_name: subset_83 data_files: - split: train path: subset_83/train-* - config_name: subset_84 data_files: - split: train path: subset_84/train-* - config_name: subset_85 data_files: - split: train path: subset_85/train-* - config_name: subset_86 data_files: - split: train path: subset_86/train-* - config_name: subset_87 data_files: - split: train path: subset_87/train-* - config_name: subset_88 data_files: - split: train path: subset_88/train-* - config_name: subset_89 data_files: - split: train path: subset_89/train-* - config_name: subset_9 data_files: - split: train path: subset_9/train-* - config_name: subset_90 data_files: - split: train path: subset_90/train-* - config_name: subset_91 data_files: - split: train path: subset_91/train-* - config_name: subset_92 data_files: - split: train path: subset_92/train-* - config_name: subset_93 data_files: - split: train path: subset_93/train-* - config_name: subset_94 data_files: - split: train path: subset_94/train-* - config_name: subset_95 data_files: - split: train path: subset_95/train-* - config_name: subset_96 data_files: - split: train path: subset_96/train-* - config_name: subset_97 data_files: - split: train path: subset_97/train-* - config_name: subset_98 data_files: - split: train path: subset_98/train-* - config_name: subset_99 data_files: - split: train path: subset_99/train-* ---
bigscience/xP3mt
bigscience
"2023-05-30T15:50:57Z"
20,030
24
[ "task_categories:other", "annotations_creators:expert-generated", "annotations_creators:crowdsourced", "multilinguality:multilingual", "language:ak", "language:ar", "language:as", "language:bm", "language:bn", "language:ca", "language:code", "language:en", "language:es", "language:eu", "language:fon", "language:fr", "language:gu", "language:hi", "language:id", "language:ig", "language:ki", "language:kn", "language:lg", "language:ln", "language:ml", "language:mr", "language:ne", "language:nso", "language:ny", "language:or", "language:pa", "language:pt", "language:rn", "language:rw", "language:sn", "language:st", "language:sw", "language:ta", "language:te", "language:tn", "language:ts", "language:tum", "language:tw", "language:ur", "language:vi", "language:wo", "language:xh", "language:yo", "language:zh", "language:zu", "license:apache-2.0", "size_categories:10M<n<100M", "modality:text", "library:datasets", "library:mlcroissant", "arxiv:2211.01786", "region:us" ]
[ "other" ]
"2022-09-28T12:36:00Z"
--- annotations_creators: - expert-generated - crowdsourced language: - ak - ar - as - bm - bn - ca - code - en - es - eu - fon - fr - gu - hi - id - ig - ki - kn - lg - ln - ml - mr - ne - nso - ny - or - pa - pt - rn - rw - sn - st - sw - ta - te - tn - ts - tum - tw - ur - vi - wo - xh - yo - zh - zu programming_language: - C - C++ - C# - Go - Java - JavaScript - Lua - PHP - Python - Ruby - Rust - Scala - TypeScript license: - apache-2.0 multilinguality: - multilingual pretty_name: xP3 size_categories: - 100M<n<1B task_categories: - other --- # Dataset Card for xP3 ## Table of Contents - [Table of Contents](#table-of-contents) - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Additional Information](#additional-information) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Repository:** https://github.com/bigscience-workshop/xmtf - **Paper:** [Crosslingual Generalization through Multitask Finetuning](https://arxiv.org/abs/2211.01786) - **Point of Contact:** [Niklas Muennighoff](mailto:niklas@hf.co) ### Dataset Summary > xP3 (Crosslingual Public Pool of Prompts) is a collection of prompts & datasets across 46 of languages & 16 NLP tasks. It is used for the training of BLOOMZ and mT0, multilingual language models capable of following human instructions in dozens of languages zero-shot. - **Creation:** The dataset can be recreated using instructions available [here](https://github.com/bigscience-workshop/xmtf#create-xp3). We provide this version to save processing time and ease reproducibility. - **Languages:** 46 (Can be extended by [recreating with more splits](https://github.com/bigscience-workshop/xmtf#create-xp3)) - **xP3 Dataset Family:** <table> <tr> <th>Name</th> <th>Explanation</th> <th>Example models</th> </tr> <tr> <td><a href=https://huggingface.co/datasets/Muennighoff/xP3x>xP3x</a></t> <td>Mixture of 17 tasks in 277 languages with English prompts</td> <td>WIP - Join us at Project Aya @<a href=https://cohere.for.ai/>C4AI</a> to help!</td> </tr> <tr> <td><a href=https://huggingface.co/datasets/bigscience/xP3>xP3</a></t> <td>Mixture of 13 training tasks in 46 languages with English prompts</td> <td><a href=https://huggingface.co/bigscience/bloomz>bloomz</a> & <a href=https://huggingface.co/bigscience/mt0-xxl>mt0-xxl</a></td> </tr> <tr> <td><a href=https://huggingface.co/datasets/bigscience/xP3mt>xP3mt</a></t> <td>Mixture of 13 training tasks in 46 languages with prompts in 20 languages (machine-translated from English)</td> <td><a href=https://huggingface.co/bigscience/bloomz-mt>bloomz-mt</a> & <a href=https://huggingface.co/bigscience/mt0-xxl-mt>mt0-xxl-mt</a></td> </tr> <tr> <td><a href=https://huggingface.co/datasets/bigscience/xP3all>xP3all</a></t> <td>xP3 + evaluation datasets adding an additional 3 tasks for a total of 16 tasks in 46 languages with English prompts</td> <td></td> </tr> <tr> <td><a href=https://huggingface.co/datasets/bigscience/xP3megds>xP3megds</a></t> <td><a href=https://github.com/bigscience-workshop/Megatron-DeepSpeed>Megatron-DeepSpeed</a> processed version of xP3</td> <td><a href=https://huggingface.co/bigscience/bloomz>bloomz</a></td> </tr> <tr> <td><a href=https://huggingface.co/datasets/Muennighoff/P3>P3</a></t> <td>Repreprocessed version of the English-only <a href=https://huggingface.co/datasets/bigscience/P3>P3</a> with 8 training tasks</td> <td><a href=https://huggingface.co/bigscience/bloomz-p3>bloomz-p3</a> & <a href=https://huggingface.co/bigscience/mt0-xxl-p3>mt0-xxl-p3</a></td> </tr> </table> ## Dataset Structure ### Data Instances An example of "train" looks as follows: ```json { "inputs": "Oración 1: Fue académico en literatura metafísica, teología y ciencias clásicas.\Oración 2: Fue académico en literatura metafísica, teología y ciencia clásica.\nPregunta: ¿La oración 1 parafrasea la oración 2? ¿Si o no?", "targets": "Sí" } ``` ### Data Fields The data fields are the same among all splits: - `inputs`: the natural language input fed to the model - `targets`: the natural language target that the model has to generate ### Data Splits The below table summarizes sizes per language (computed from the `merged_{lang}.jsonl` files). Due to languages like `tw` only being single sentence translation samples from Flores, their byte percentage is significantly lower than their sample percentage. We machine-translated prompts for monolingual datasets, thus languages with only crosslingual datasets (e.g. Translation) do not have non-English prompts. Languages without non-English prompts are equivalent to [xP3](https://huggingface.co/datasets/bigscience/xP3). |Language|Kilobytes|%|Samples|%|Non-English prompts| |--------|------:|-:|---:|-:|-:| |tw|106288|0.11|265071|0.33| | |bm|107056|0.11|265180|0.33| | |ak|108096|0.11|265071|0.33| | |ca|110608|0.11|271191|0.34| | |eu|113008|0.12|281199|0.35| | |fon|113072|0.12|265063|0.33| | |st|114080|0.12|265063|0.33| | |ki|115040|0.12|265180|0.33| | |tum|116032|0.12|265063|0.33| | |wo|122560|0.13|365063|0.46| | |ln|126304|0.13|365060|0.46| | |as|156256|0.16|265063|0.33| | |or|161472|0.17|265063|0.33| | |kn|165456|0.17|265063|0.33| | |ml|175040|0.18|265864|0.33| | |rn|192992|0.2|318189|0.4| | |nso|229712|0.24|915051|1.14| | |tn|235536|0.24|915054|1.14| | |lg|235936|0.24|915021|1.14| | |rw|249360|0.26|915043|1.14| | |ts|250256|0.26|915044|1.14| | |sn|252496|0.26|865056|1.08| | |xh|254672|0.26|915058|1.14| | |zu|263712|0.27|915061|1.14| | |ny|272128|0.28|915063|1.14| | |ig|325440|0.33|950097|1.19|✅| |yo|339664|0.35|913021|1.14|✅| |ne|398144|0.41|315754|0.39|✅| |pa|529632|0.55|339210|0.42|✅| |sw|561392|0.58|1114439|1.39|✅| |gu|566576|0.58|347499|0.43|✅| |mr|674000|0.69|417269|0.52|✅| |bn|854864|0.88|428725|0.54|✅| |ta|943440|0.97|410633|0.51|✅| |te|1384016|1.42|573354|0.72|✅| |ur|1944416|2.0|855756|1.07|✅| |vi|3113184|3.2|1667306|2.08|✅| |code|4330752|4.46|2707724|3.38| | |hi|4469712|4.6|1543441|1.93|✅| |id|4538768|4.67|2582272|3.22|✅| |zh|4604112|4.74|3571636|4.46|✅| |ar|4703968|4.84|2148970|2.68|✅| |fr|5558912|5.72|5055942|6.31|✅| |pt|6130016|6.31|3562772|4.45|✅| |es|7579424|7.8|5151349|6.43|✅| |en|39252528|40.4|32740750|40.87| | |total|97150128|100.0|80100816|100.0|✅| ## Dataset Creation ### Source Data #### Training datasets - Code Miscellaneous - [CodeComplex](https://huggingface.co/datasets/codeparrot/codecomplex) - [Docstring Corpus](https://huggingface.co/datasets/teven/code_docstring_corpus) - [GreatCode](https://huggingface.co/datasets/great_code) - [State Changes](https://huggingface.co/datasets/Fraser/python-state-changes) - Closed-book QA - [Hotpot QA](https://huggingface.co/datasets/hotpot_qa) - [Trivia QA](https://huggingface.co/datasets/trivia_qa) - [Web Questions](https://huggingface.co/datasets/web_questions) - [Wiki QA](https://huggingface.co/datasets/wiki_qa) - Extractive QA - [Adversarial QA](https://huggingface.co/datasets/adversarial_qa) - [CMRC2018](https://huggingface.co/datasets/cmrc2018) - [DRCD](https://huggingface.co/datasets/clue) - [DuoRC](https://huggingface.co/datasets/duorc) - [MLQA](https://huggingface.co/datasets/mlqa) - [Quoref](https://huggingface.co/datasets/quoref) - [ReCoRD](https://huggingface.co/datasets/super_glue) - [ROPES](https://huggingface.co/datasets/ropes) - [SQuAD v2](https://huggingface.co/datasets/squad_v2) - [xQuAD](https://huggingface.co/datasets/xquad) - TyDI QA - [Primary](https://huggingface.co/datasets/khalidalt/tydiqa-primary) - [Goldp](https://huggingface.co/datasets/khalidalt/tydiqa-goldp) - Multiple-Choice QA - [ARC](https://huggingface.co/datasets/ai2_arc) - [C3](https://huggingface.co/datasets/c3) - [CoS-E](https://huggingface.co/datasets/cos_e) - [Cosmos](https://huggingface.co/datasets/cosmos) - [DREAM](https://huggingface.co/datasets/dream) - [MultiRC](https://huggingface.co/datasets/super_glue) - [OpenBookQA](https://huggingface.co/datasets/openbookqa) - [PiQA](https://huggingface.co/datasets/piqa) - [QUAIL](https://huggingface.co/datasets/quail) - [QuaRel](https://huggingface.co/datasets/quarel) - [QuaRTz](https://huggingface.co/datasets/quartz) - [QASC](https://huggingface.co/datasets/qasc) - [RACE](https://huggingface.co/datasets/race) - [SciQ](https://huggingface.co/datasets/sciq) - [Social IQA](https://huggingface.co/datasets/social_i_qa) - [Wiki Hop](https://huggingface.co/datasets/wiki_hop) - [WiQA](https://huggingface.co/datasets/wiqa) - Paraphrase Identification - [MRPC](https://huggingface.co/datasets/super_glue) - [PAWS](https://huggingface.co/datasets/paws) - [PAWS-X](https://huggingface.co/datasets/paws-x) - [QQP](https://huggingface.co/datasets/qqp) - Program Synthesis - [APPS](https://huggingface.co/datasets/codeparrot/apps) - [CodeContests](https://huggingface.co/datasets/teven/code_contests) - [JupyterCodePairs](https://huggingface.co/datasets/codeparrot/github-jupyter-text-code-pairs) - [MBPP](https://huggingface.co/datasets/Muennighoff/mbpp) - [NeuralCodeSearch](https://huggingface.co/datasets/neural_code_search) - [XLCoST](https://huggingface.co/datasets/codeparrot/xlcost-text-to-code) - Structure-to-text - [Common Gen](https://huggingface.co/datasets/common_gen) - [Wiki Bio](https://huggingface.co/datasets/wiki_bio) - Sentiment - [Amazon](https://huggingface.co/datasets/amazon_polarity) - [App Reviews](https://huggingface.co/datasets/app_reviews) - [IMDB](https://huggingface.co/datasets/imdb) - [Rotten Tomatoes](https://huggingface.co/datasets/rotten_tomatoes) - [Yelp](https://huggingface.co/datasets/yelp_review_full) - Simplification - [BiSECT](https://huggingface.co/datasets/GEM/BiSECT) - Summarization - [CNN Daily Mail](https://huggingface.co/datasets/cnn_dailymail) - [Gigaword](https://huggingface.co/datasets/gigaword) - [MultiNews](https://huggingface.co/datasets/multi_news) - [SamSum](https://huggingface.co/datasets/samsum) - [Wiki-Lingua](https://huggingface.co/datasets/GEM/wiki_lingua) - [XLSum](https://huggingface.co/datasets/GEM/xlsum) - [XSum](https://huggingface.co/datasets/xsum) - Topic Classification - [AG News](https://huggingface.co/datasets/ag_news) - [DBPedia](https://huggingface.co/datasets/dbpedia_14) - [TNEWS](https://huggingface.co/datasets/clue) - [TREC](https://huggingface.co/datasets/trec) - [CSL](https://huggingface.co/datasets/clue) - Translation - [Flores-200](https://huggingface.co/datasets/Muennighoff/flores200) - [Tatoeba](https://huggingface.co/datasets/Helsinki-NLP/tatoeba_mt) - Word Sense disambiguation - [WiC](https://huggingface.co/datasets/super_glue) - [XL-WiC](https://huggingface.co/datasets/pasinit/xlwic) #### Evaluation datasets (included in [xP3all](https://huggingface.co/datasets/bigscience/xP3all) except for NLI & HumanEval) - Natural Language Inference (NLI) - [ANLI](https://huggingface.co/datasets/anli) - [CB](https://huggingface.co/datasets/super_glue) - [RTE](https://huggingface.co/datasets/super_glue) - [XNLI](https://huggingface.co/datasets/xnli) - Coreference Resolution - [Winogrande](https://huggingface.co/datasets/winogrande) - [XWinograd](https://huggingface.co/datasets/Muennighoff/xwinograd) - Program Synthesis - [HumanEval](https://huggingface.co/datasets/openai_humaneval) - Sentence Completion - [COPA](https://huggingface.co/datasets/super_glue) - [Story Cloze](https://huggingface.co/datasets/story_cloze) - [XCOPA](https://huggingface.co/datasets/xcopa) - [XStoryCloze](https://huggingface.co/datasets/Muennighoff/xstory_cloze) ## Additional Information ### Licensing Information The dataset is released under Apache 2.0. ### Citation Information ```bibtex @misc{muennighoff2022crosslingual, title={Crosslingual Generalization through Multitask Finetuning}, author={Niklas Muennighoff and Thomas Wang and Lintang Sutawika and Adam Roberts and Stella Biderman and Teven Le Scao and M Saiful Bari and Sheng Shen and Zheng-Xin Yong and Hailey Schoelkopf and Xiangru Tang and Dragomir Radev and Alham Fikri Aji and Khalid Almubarak and Samuel Albanie and Zaid Alyafeai and Albert Webson and Edward Raff and Colin Raffel}, year={2022}, eprint={2211.01786}, archivePrefix={arXiv}, primaryClass={cs.CL} } ``` ### Contributions Thanks to the contributors of [promptsource](https://github.com/bigscience-workshop/promptsource/graphs/contributors) for adding many prompts used in this dataset.
aklein4/OpenHermes-Llama-3.2-Instruct-Shuffled
aklein4
"2025-01-11T19:49:18Z"
19,970
0
[ "size_categories:100K<n<1M", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2025-01-11T19:46:52Z"
--- dataset_info: features: - name: __key__ dtype: string - name: __url__ dtype: string - name: gen_mask.npy sequence: bool - name: input_ids.npy sequence: uint32 - name: pad_mask.npy sequence: bool - name: segment_ids.npy sequence: uint32 - name: text.txt dtype: string splits: - name: train num_bytes: 4970493095.0 num_examples: 374215 download_size: 1516295098 dataset_size: 4970493095.0 configs: - config_name: default data_files: - split: train path: data/train-* ---
ceval/ceval-exam
ceval
"2023-08-31T14:04:10Z"
19,824
252
[ "task_categories:text-classification", "task_categories:multiple-choice", "task_categories:question-answering", "language:zh", "license:cc-by-nc-sa-4.0", "size_categories:10K<n<100K", "modality:text", "library:datasets", "library:mlcroissant", "arxiv:2305.08322", "region:us" ]
[ "text-classification", "multiple-choice", "question-answering" ]
"2023-05-16T01:47:44Z"
--- license: cc-by-nc-sa-4.0 task_categories: - text-classification - multiple-choice - question-answering language: - zh pretty_name: C-Eval size_categories: - 10K<n<100K --- C-Eval is a comprehensive Chinese evaluation suite for foundation models. It consists of 13948 multi-choice questions spanning 52 diverse disciplines and four difficulty levels. Please visit our [website](https://cevalbenchmark.com/) and [GitHub](https://github.com/SJTU-LIT/ceval/tree/main) or check our [paper](https://arxiv.org/abs/2305.08322) for more details. Each subject consists of three splits: dev, val, and test. The dev set per subject consists of five exemplars with explanations for few-shot evaluation. The val set is intended to be used for hyperparameter tuning. And the test set is for model evaluation. Labels on the test split are not released, users are required to submit their results to automatically obtain test accuracy. [How to submit?](https://github.com/SJTU-LIT/ceval/tree/main#how-to-submit) ### Load the data ```python from datasets import load_dataset dataset=load_dataset(r"ceval/ceval-exam",name="computer_network") print(dataset['val'][0]) # {'id': 0, 'question': '使用位填充方法,以01111110为位首flag,数据为011011111111111111110010,求问传送时要添加几个0____', 'A': '1', 'B': '2', 'C': '3', 'D': '4', 'answer': 'C', 'explanation': ''} ``` More details on loading and using the data are at our [github page](https://github.com/SJTU-LIT/ceval#data). Please cite our paper if you use our dataset. ``` @article{huang2023ceval, title={C-Eval: A Multi-Level Multi-Discipline Chinese Evaluation Suite for Foundation Models}, author={Huang, Yuzhen and Bai, Yuzhuo and Zhu, Zhihao and Zhang, Junlei and Zhang, Jinghan and Su, Tangjun and Liu, Junteng and Lv, Chuancheng and Zhang, Yikai and Lei, Jiayi and Fu, Yao and Sun, Maosong and He, Junxian}, journal={arXiv preprint arXiv:2305.08322}, year={2023} } ```
Tuxifan/UbuntuIRC
Tuxifan
"2023-06-04T15:35:31Z"
19,643
0
[ "task_categories:text-generation", "license:cc0-1.0", "size_categories:1M<n<10M", "format:text", "modality:text", "library:datasets", "library:mlcroissant", "region:us" ]
[ "text-generation" ]
"2023-06-02T22:48:40Z"
--- license: cc0-1.0 task_categories: - text-generation pretty_name: Ubuntu IRC channels --- Completely uncurated collection of IRC logs from the Ubuntu IRC channels
inductiva/windtunnel-20k
inductiva
"2024-10-02T11:49:47Z"
19,639
5
[ "task_categories:feature-extraction", "task_categories:graph-ml", "task_categories:image-to-3d", "language:en", "size_categories:10K<n<100K", "modality:3d", "modality:tabular", "modality:text", "region:us", "simulation", "openfoam", "physics", "windtunnel", "inductiva", "machine learning", "synthetic" ]
[ "feature-extraction", "graph-ml", "image-to-3d" ]
"2024-09-26T09:06:47Z"
--- pretty_name: Wind Tunnel 20K Dataset size_categories: - 10K<n<100K task_categories: - feature-extraction - graph-ml - image-to-3d language: - en tags: - simulation - openfoam - physics - windtunnel - inductiva - machine learning - synthetic --- <p align="center"> <img src="https://huggingface.co/datasets/inductiva/windtunnel/resolve/main/pressure_field_mesh.png", width="500px"> </p> # Wind Tunnel Dataset The **Wind Tunnel Dataset** contains **19,812 OpenFOAM simulations** of **1,000 unique automobile-like objects** placed in a virtual wind tunnel measuring **20 meters long, 10 meters wide, and 8 meters high.** Each object was tested under **20 different conditions**: 4 random wind speeds ranging from **10 to 50 m/s**, and 5 rotation angles (**0°**, **180°** and **3 random angles**). The object meshes were generated using [Instant Mesh](https://github.com/TencentARC/InstantMesh) based on images sourced from the [Stanford Cars Dataset](https://www.kaggle.com/datasets/jessicali9530/stanford-cars-dataset). To make sure the results are stable and reliable, each simulation runs for **300 iterations**. The entire dataset is organized into three subsets: **70% for training, 20% for validation, and 10% for testing.** The data generation process itself was orchestrated using the [Inductiva API](https://inductiva.ai/), which allowed us to run hundreds of OpenFOAM simulations in parallel on the cloud. ## Motivation: Addressing the Data Gap in CFD Recently, there’s been a lot of interest in using **machine learning (ML)** to speed up **CFD simulations**. Research has shown that for well-defined scenarios—like a virtual wind tunnel—you can train an ML model to “predict” the results of a simulation **much faster** than traditional methods, while still keeping the accuracy close to what you’d expect from classical simulations. That said, the **ML/CFD communities** are still lacking enough **training data** for their research. We’ve identified two main reasons for this. First, there’s a shortage of datasets with **high-quality 3D meshes** needed for running CFD simulations. Existing 3D object datasets have a lot of limitations: they’re either too small, closed-source, or have low-quality meshes. Without this input data, it’s been really hard to generate large-scale training datasets for realistic CFD scenarios, which almost always involve 3D meshes. Second, even if you had all the 3D meshes you needed, setting up and running thousands of **CFD simulations** to generate a large, diverse dataset isn’t easy. To create a dataset like this, you’d need to define an initial simulation scenario (like the wind tunnel setup) and then run enough variations—different meshes, wind speeds, and so on—to cover a wide range of data points for training a robust **ML model**. The problem is, running a single CFD simulation can be tricky enough with most software. Orchestrating **thousands of simulations** and handling all the resulting data? That’s a whole new level of challenge. While both of these problems are difficult to solve in general, we decided to focus on one common CFD scenario: a **virtual wind tunnel** for **static automobiles**. Using the popular **OpenFOAM** simulation package, we produced a large dataset of CFD simulations. Next, we’ll explain how we tackled the challenges of generating the data and orchestrating the simulations. ## Generating a Large Quantity of Automobile-like 3D Meshes Since there aren’t many publicly available 3D meshes of automobiles, we decided to use recent image-to-mesh models to generate meshes from freely available car images. We specifically used the open-source [InstantMesh](https://github.com/TencentARC/InstantMesh) model (Apache-2.0), which is currently state-of-the-art in **image-to-mesh generation**. We generated the automobile-like meshes by running Instant Mesh on **1,000 images** from the publicly available [Stanford Cars Dataset](https://www.kaggle.com/datasets/jessicali9530/stanford-cars-dataset) (Apache-2.0), which contains 16,185 images of automobiles. Running the image-to-mesh model naturally results in some defects, like irregular surfaces, asymmetry, holes, and disconnected components. To address these issues, we implemented a custom post-processing step to improve mesh quality. We used **PCA** to align the meshes with the main axes and removed any disconnected components. The resulting set of meshes still contains minor defects, like “spikes” or “cavities” in flat areas, unexpected holes, and asymmetry issues. However, we see these imperfections as valuable features of the dataset. From a machine learning perspective, they bring challenges that can help prevent overfitting and contribute to building more robust and generalizable models. ## Orchestrating 20k Cloud Simulations—Using Just Python To tackle the challenge of orchestrating **20,000 OpenFOAM simulations**, we resorted to the **Inductiva API**. The Inductiva platform offers a simple Python API for running simulation workflows in the cloud and supports several popular open-source packages, including **OpenFOAM**. Here’s an [example](https://docs.inductiva.ai/en/latest/simulators/OpenFOAM.html) of how to run an OpenFOAM simulation using Inductiva. With the Inductiva API, it’s easy to parameterize specific simulation scenarios and run variations of a base case by programmatically adjusting the input parameters and starting conditions of the simulation. More details [here](#OpenFoam-Parameters). Additionally, users can create custom Python classes that wrap these parameterized simulations, providing a simple Python interface for running simulations—no need to interact directly with the underlying simulation packages. We used the [Inductiva API to create a Python class for the Wind Tunnel scenario](https://github.com/inductiva/wind-tunnel), which allowed us to run **20,000 simulations** across a range of input parameters. For more on how to transform your complex simulation workflows into easy-to-use Python classes, we wrote a [blog post](https://inductiva.ai/blog/article/transform-complex-simulations) all about it. ## How Did We Generate the Dataset? 1. **Generate Input Meshes**: We first generated input meshes using the **InstantMesh model** with images from the **Stanford Cars Dataset**, followed by post-processing to improve mesh quality. 2. **Run OpenFOAM Simulations**: Using the Inductiva API, we ran OpenFOAM simulations on the input meshes under different wind speeds and angles. The result is an output mesh `openfoam_mesh.obj`that contains all the relevant simulation data. 3. **Post-process OpenFOAM Output**: We post-processed the OpenFOAM output to generate streamlines and pressure map meshes. The code we used to generate and post-process the meshes is available on [GitHub](https://github.com/inductiva/datasets-generation/tree/main/windtunnel_dataset). ## Dataset Structure ``` data ├── train │ ├── <SIMULATION_ID> │ │ ├── input_mesh.obj │ │ ├── openfoam_mesh.obj │ │ ├── pressure_field_mesh.vtk │ │ ├── simulation_metadata.json │ │ └── streamlines_mesh.ply │ └── ... ├── validation │ └── ... └── test └── ... ``` ## Dataset Files Each simulation in the Wind Tunnel Dataset is accompanied by several key files that provide both the input and the output data of the simulations. Here’s a breakdown of the files included in each simulation: - **[input_mesh.obj](#input_meshobj)**: OBJ file with the input mesh. - **[openfoam_mesh.obj](#openfoam_meshobj)**: OBJ file with the OpenFOAM mesh. - **[pressure_field_mesh.vtk](#pressure_field_meshvtk)**: VTK file with the pressure field data. - **[streamlines_mesh.ply](#streamlines_meshply)**: PLY file with the streamlines. - **[metadata.json](#metadatajson)**: JSON with metadata about the input parameters and about some output results such as the force coefficients (obtained via simulation) and the path of the output files. ### input_mesh.obj The input mesh we generated using the Instant Mesh model from images in the Stanford Cars Dataset, serves as the starting point for the OpenFOAM simulation. Details on the mesh generation process can be found [here](#Generating-a-large-quantity-of-Automobile-like-3D-Meshes). | **Input Mesh** | **# points of input meshes** | |-------------------------------|------------------------------| | ![Input Mesh](https://huggingface.co/datasets/inductiva/windtunnel/resolve/main/assets/input_mesh.png) | ![Histogram](https://huggingface.co/datasets/inductiva/windtunnel/resolve/main/assets/histogram_of_points_input.png) | ```python import pyvista as pv # Load the mesh mesh_path = "input_mesh.obj" mesh = pv.read(mesh_path) # Get the vertices (points) vertices = mesh.points # Get the faces (connections) # The faces array contains the number of vertices per face followed by the vertex indices. # For example: [3, v1, v2, v3, 3, v4, v5, v6, ...] where 3 means a triangle. faces = mesh.faces ``` ### openfoam_mesh.obj This mesh is the result of the OpenFOAM simulation. The number of points is reduced compared to the `input_mesh.obj` due to mesh refinement and processing steps applied by OpenFOAM during the simulation. | **OpenFoam Mesh** | **# points of OpenFoam meshes** | |-------------------------------|------------------------------| | ![Input Mesh](https://huggingface.co/datasets/inductiva/windtunnel/resolve/main/assets/openfoam_mesh.png) | ![Input Mesh](https://huggingface.co/datasets/inductiva/windtunnel/resolve/main/assets/histogram_of_points_foam.png) | ```python import pyvista as pv # Load the mesh mesh_path = "openfoam_mesh.obj" mesh = pv.read(mesh_path) # Get the vertices (points) vertices = mesh.points # Get the faces (connections) # The faces array contains the number of vertices per face followed by the vertex indices. # For example: [3, v1, v2, v3, 3, v4, v5, v6, ...] where 3 means a triangle. faces = mesh.faces ``` ### pressure_field_mesh.vtk Pressure values were extracted from the `openfoam_mesh.obj` and interpolated onto the `input_mesh.obj` using the closest point strategy. This approach allowed us to project the pressure values onto a higher-resolution mesh. As shown in the histogram, the the point distribution matches that of the `input_mesh.obj`. More details can be found here [here](https://github.com/inductiva/wind-tunnel/blob/deab68a018531ff05d0d8ef9d63d8c108800f78f/windtunnel/windtunnel_outputs.py#L111). | **Pressure Field Mesh** | **# points of Pressure Field meshes** | |-------------------------------|------------------------------| | ![Input Mesh](https://huggingface.co/datasets/inductiva/windtunnel/resolve/main/assets/pressure_field_mesh.png) | ![Input Mesh](https://huggingface.co/datasets/inductiva/windtunnel/resolve/main/assets/histogram_of_points_input.png)) | ```python import pyvista as pv mesh_path = "pressure_field_mesh.vtk" mesh = pv.read(mesh_path) # The vertices array contains the coordinates of each point in the mesh. vertices = mesh.points # The faces array contains the number of vertices per face followed by the vertex indices. # For example: [3, v1, v2, v3, 3, v4, v5, v6, ...] where 3 means a triangle. faces = mesh.faces # Get the pressure data (scalar named "p") # This retrieves the pressure values associated with each vertex in the mesh. pressure_data = mesh.point_data["p"] ``` ### streamlines_mesh.ply Streamlines visually represent the flow characteristics within the simulation, illustrating how air flows around the object More information can be found [here](https://github.com/inductiva/wind-tunnel/blob/deab68a018531ff05d0d8ef9d63d8c108800f78f/windtunnel/windtunnel_outputs.py#L70). | **Streamlines Mesh** | **# points of streamlines meshes** | |-------------------------------|------------------------------| | ![Input Mesh](https://huggingface.co/datasets/inductiva/windtunnel/resolve/main/assets/streamlines_mesh.png) | ![Input Mesh](https://huggingface.co/datasets/inductiva/windtunnel/resolve/main/assets/histogram_of_points_streamlines.png) | ### metadata.json This file contains metadata related to the simulation, including input parameters such as `wind_speed`, `rotate_angle`, `num_iterations`, and `resolution`. Additionally, it includes output parameters like `drag_coefficient`, `moment_coefficient`, `lift_coefficient`, `front_lift_coefficient`, and `rear_lift_coefficient`. The file also specifies the locations of the generated output meshes. ```json { "id": "1w63au1gpxgyn9kun5q9r7eqa", "object_file": "object_24.obj", "wind_speed": 35, "rotate_angle": 332, "num_iterations": 300, "resolution": 5, "drag_coefficient": 0.8322182, "moment_coefficient": 0.3425206, "lift_coefficient": 0.1824983, "front_lift_coefficient": 0.4337698, "rear_lift_coefficient": -0.2512715, "input_mesh_path": "data/train/1w63au1gpxgyn9kun5q9r7eqa/input_mesh.obj", "openfoam_mesh_path": "data/train/1w63au1gpxgyn9kun5q9r7eqa/openfoam_mesh.obj", "pressure_field_mesh_path": "data/train/1w63au1gpxgyn9kun5q9r7eqa/pressure_field_mesh.vtk", "streamlines_mesh_path": "data/train/1w63au1gpxgyn9kun5q9r7eqa/streamlines_mesh.ply" } ``` ### Dataset Statistics The dataset includes **19,812 valid samples** out of **20,000 simulations**, with [188 submissions failing](https://huggingface.co/datasets/inductiva/windtunnel/resolve/main/failed_tasks.txt) due to numerical errors in OpenFOAM. The full dataset requires about **300 GB** of storage, but you can also download smaller portions if needed. ## Downloading the Dataset: To download the dataset, you’ll need to install the [Datasets package](https://huggingface.co/docs/datasets/en/index) from Hugging Face: ```python pip install datasets ``` ### 1. Using snapshot_download() ```python import huggingface_hub dataset_name = "inductiva/windtunnel-20k" # Download the entire dataset huggingface_hub.snapshot_download(repo_id=dataset_name, repo_type="dataset") # Download to a specific local directory huggingface_hub.snapshot_download( repo_id=dataset_name, repo_type="dataset", local_dir="local_folder" ) # Download only the simulation metadata across all simulations huggingface_hub.snapshot_download( repo_id=dataset_name, repo_type="dataset", local_dir="local_folder", allow_patterns=["*/*/*/simulation_metadata.json"] ) ``` ### 2. Using load_dataset() ```python import datasets # Load the dataset (streaming is supported) dataset = datasets.load_dataset("inductiva/windtunnel-20k", streaming=False) # Display dataset information print(dataset) # Access a sample from the training set sample = dataset["train"][0] print("Sample from training set:", sample) ``` ## OpenFoam Parameters We used the [Inductiva Template Manager](https://tutorials.inductiva.ai/intro_to_api/templating.html) to **parameterize** the OpenFoam configuration files. Below are some snippets from the templates used in the wind tunnel simulations. initialConditions.jinja ```jinja flowVelocity ({{ wind_speed }} 0 0); ``` controlDict.jinja ```jinja endTime {{ num_iterations }}; ``` forceCoeffs.jinja ```jinja magUInf {{ wind_speed }}; lRef {{ length }}; // Wheelbase length Aref {{ area }}; // Estimated ``` snappyHexMeshDict.jinja ```jinja geometry { object { type triSurfaceMesh; file "object.obj"; } refinementBox { type searchableBox; min ({{ x_min }} {{ y_min }} {{ z_min }}); max ({{ x_max }} {{ y_max }} {{ z_max }}); } }; features ( { file "object.eMesh"; level {{ resolution + 1 }}; } ); refinementSurfaces { object { // Surface-wise min and max refinement level level ({{ resolution }} {{ resolution + 1 }}); } } refinementRegions { refinementBox { mode inside; levels ((1E15 {{ resolution - 1 }})); } } locationInMesh ({{ x_min }} {{ y_min }} {{ z_min }}); ``` You can find the full OpenFoam configuration on github: [https://github.com/inductiva/wind-tunnel/tree/main/windtunnel/templates](https://github.com/inductiva/wind-tunnel/tree/main/windtunnel/templates) ## What's Next? If you encounter any issues with this dataset, feel free to reach out at [support@intuctiva.ai](support@intuctiva.ai). If you spot any problematic meshes, let us know so we can fix them in the next version of the **Windtunnel-20k dataset**. To learn more about how we created this dataset—or how you can generate synthetic datasets for Physics-AI models—check out our well-tested [4-step recipe for generating synthetic data](https://inductiva.ai/blog/article/supercharge-your-physics-ml-with-inductivas-cloud-based-simulation-api) or discover how to [transform your own complex simulation workflows into easy-to-use Python classes](https://inductiva.ai/blog/article/transform-complex-simulations). You may also be interested in reading our blog post, [The 3D Mesh Resolution Threshold - 5k Points is All You Need!](https://inductiva.ai/blog/article/5k-points-is-all-you-need), where we explore just how much you can reduce the level of detail in a 3D object while still maintaining accurate aerodynamic results in a virtual wind tunnel built with OpenFOAM.
Forceless/Zenodo10K
Forceless
"2025-01-09T11:24:10Z"
19,514
6
[ "size_categories:10K<n<100K", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "arxiv:2501.03936", "region:us" ]
null
"2024-10-16T11:08:15Z"
--- dataset_info: features: - name: filename dtype: string - name: size dtype: int64 - name: url dtype: string - name: license dtype: string - name: title dtype: string - name: created dtype: string - name: updated dtype: string - name: doi dtype: string - name: checksum dtype: string splits: - name: pptx num_bytes: 3925161 num_examples: 10448 download_size: 2028492 dataset_size: 3925161 configs: - config_name: default data_files: - split: pptx path: data/pptx-* --- # PPTAgent/Zenodo10K This is the dataset used in [PPTAgent](https://arxiv.org/abs/2501.03936), crawled from [zenodo](http://zenodo.org). To the best of our knowledge, it is the **largest presentation dataset** currently available, comprising over 10,000 **PowerPoint (.pptx)** files, all distributed under a clear and compliant license. For more information, please visit our [github repo](https://github.com/icip-cas/PPTAgent). ```python dirname = f"zenodo-pptx/pptx/{task['license']}/{task['created'][:4]}/" basename = f"{task['checksum'][4:]}-{task['filename']}" filepath = dirname + basename try: open('/tmp/'+basename,'wb').close() except: filepath = dirname + basename[:240] + ".pptx" ``` ## Citation If you find this project helpful, please use the following to cite it: ```bibtex @misc{zheng2025pptagentgeneratingevaluatingpresentations, title={PPTAgent: Generating and Evaluating Presentations Beyond Text-to-Slides}, author={Hao Zheng and Xinyan Guan and Hao Kong and Jia Zheng and Hongyu Lin and Yaojie Lu and Ben He and Xianpei Han and Le Sun}, year={2025}, eprint={2501.03936}, archivePrefix={arXiv}, primaryClass={cs.AI}, url={https://arxiv.org/abs/2501.03936}, } ```
Matthijs/cmu-arctic-xvectors
Matthijs
"2023-02-07T14:04:48Z"
19,478
44
[ "task_categories:text-to-speech", "task_categories:audio-to-audio", "license:mit", "size_categories:1K<n<10K", "modality:text", "modality:timeseries", "library:datasets", "library:mlcroissant", "region:us" ]
[ "text-to-speech", "audio-to-audio" ]
"2023-02-07T12:39:22Z"
--- pretty_name: CMU ARCTIC X-Vectors task_categories: - text-to-speech - audio-to-audio license: mit --- # Speaker embeddings extracted from CMU ARCTIC There is one `.npy` file for each utterance in the dataset, 7931 files in total. The speaker embeddings are 512-element X-vectors. The [CMU ARCTIC](http://www.festvox.org/cmu_arctic/) dataset divides the utterances among the following speakers: - bdl (US male) - slt (US female) - jmk (Canadian male) - awb (Scottish male) - rms (US male) - clb (US female) - ksp (Indian male) The X-vectors were extracted using [this script](https://huggingface.co/mechanicalsea/speecht5-vc/blob/main/manifest/utils/prep_cmu_arctic_spkemb.py), which uses the `speechbrain/spkrec-xvect-voxceleb` model. Usage: ```python from datasets import load_dataset embeddings_dataset = load_dataset("Matthijs/cmu-arctic-xvectors", split="validation") speaker_embeddings = embeddings_dataset[7306]["xvector"] speaker_embeddings = torch.tensor(speaker_embeddings).unsqueeze(0) ```
universal-dependencies/universal_dependencies
universal-dependencies
"2024-01-18T11:17:47Z"
19,363
28
[ "task_categories:token-classification", "task_ids:parsing", "annotations_creators:expert-generated", "language_creators:crowdsourced", "multilinguality:multilingual", "source_datasets:original", "language:af", "language:aii", "language:ajp", "language:akk", "language:am", "language:apu", "language:aqz", "language:ar", "language:be", "language:bg", "language:bho", "language:bm", "language:br", "language:bxr", "language:ca", "language:ckt", "language:cop", "language:cs", "language:cu", "language:cy", "language:da", "language:de", "language:el", "language:en", "language:es", "language:et", "language:eu", "language:fa", "language:fi", "language:fo", "language:fr", "language:fro", "language:ga", "language:gd", "language:gl", "language:got", "language:grc", "language:gsw", "language:gun", "language:gv", "language:he", "language:hi", "language:hr", "language:hsb", "language:hu", "language:hy", "language:id", "language:is", "language:it", "language:ja", "language:kfm", "language:kk", "language:kmr", "language:ko", "language:koi", "language:kpv", "language:krl", "language:la", "language:lt", "language:lv", "language:lzh", "language:mdf", "language:mr", "language:mt", "language:myu", "language:myv", "language:nl", "language:no", "language:nyq", "language:olo", "language:orv", "language:otk", "language:pcm", "language:pl", "language:pt", "language:ro", "language:ru", "language:sa", "language:sk", "language:sl", "language:sme", "language:sms", "language:soj", "language:sq", "language:sr", "language:sv", "language:swl", "language:ta", "language:te", "language:th", "language:tl", "language:tpn", "language:tr", "language:ug", "language:uk", "language:ur", "language:vi", "language:wbp", "language:wo", "language:yo", "language:yue", "language:zh", "license:unknown", "size_categories:1K<n<10K", "region:us", "constituency-parsing", "dependency-parsing" ]
[ "token-classification" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - expert-generated language_creators: - crowdsourced language: - af - aii - ajp - akk - am - apu - aqz - ar - be - bg - bho - bm - br - bxr - ca - ckt - cop - cs - cu - cy - da - de - el - en - es - et - eu - fa - fi - fo - fr - fro - ga - gd - gl - got - grc - gsw - gun - gv - he - hi - hr - hsb - hu - hy - id - is - it - ja - kfm - kk - kmr - ko - koi - kpv - krl - la - lt - lv - lzh - mdf - mr - mt - myu - myv - nl - 'no' - nyq - olo - orv - otk - pcm - pl - pt - ro - ru - sa - sk - sl - sme - sms - soj - sq - sr - sv - swl - ta - te - th - tl - tpn - tr - ug - uk - ur - vi - wbp - wo - yo - yue - zh license: - unknown multilinguality: - multilingual size_categories: - 1K<n<10K source_datasets: - original task_categories: - token-classification task_ids: - parsing paperswithcode_id: universal-dependencies pretty_name: Universal Dependencies Treebank tags: - constituency-parsing - dependency-parsing dataset_info: - config_name: af_afribooms features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 3523113 num_examples: 1315 - name: validation num_bytes: 547285 num_examples: 194 - name: test num_bytes: 1050299 num_examples: 425 download_size: 3088237 dataset_size: 5120697 - config_name: akk_pisandub features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 153470 num_examples: 101 download_size: 101789 dataset_size: 153470 - config_name: akk_riao features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 3374577 num_examples: 1804 download_size: 2022357 dataset_size: 3374577 - config_name: aqz_tudet features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 8286 num_examples: 24 download_size: 5683 dataset_size: 8286 - config_name: sq_tsa features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 116034 num_examples: 60 download_size: 68875 dataset_size: 116034 - config_name: am_att features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 1554859 num_examples: 1074 download_size: 1019607 dataset_size: 1554859 - config_name: grc_perseus features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 22611612 num_examples: 11476 - name: validation num_bytes: 3152233 num_examples: 1137 - name: test num_bytes: 3004502 num_examples: 1306 download_size: 18898313 dataset_size: 28768347 - config_name: grc_proiel features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 30938089 num_examples: 15014 - name: validation num_bytes: 2264551 num_examples: 1019 - name: test num_bytes: 2192289 num_examples: 1047 download_size: 23715831 dataset_size: 35394929 - config_name: apu_ufpa features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 75578 num_examples: 76 download_size: 69565 dataset_size: 75578 - config_name: ar_nyuad features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 79064476 num_examples: 15789 - name: validation num_bytes: 9859912 num_examples: 1986 - name: test num_bytes: 9880240 num_examples: 1963 download_size: 58583673 dataset_size: 98804628 - config_name: ar_padt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 58537298 num_examples: 6075 - name: validation num_bytes: 7787253 num_examples: 909 - name: test num_bytes: 7428063 num_examples: 680 download_size: 51208169 dataset_size: 73752614 - config_name: ar_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2816625 num_examples: 1000 download_size: 2084082 dataset_size: 2816625 - config_name: hy_armtdp features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 7697891 num_examples: 1975 - name: validation num_bytes: 988849 num_examples: 249 - name: test num_bytes: 947287 num_examples: 278 download_size: 6886567 dataset_size: 9634027 - config_name: aii_as features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 52540 num_examples: 57 download_size: 32639 dataset_size: 52540 - config_name: bm_crb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 1502886 num_examples: 1026 download_size: 892924 dataset_size: 1502886 - config_name: eu_bdt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 8199861 num_examples: 5396 - name: validation num_bytes: 2701073 num_examples: 1798 - name: test num_bytes: 2734601 num_examples: 1799 download_size: 8213576 dataset_size: 13635535 - config_name: be_hse features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 34880663 num_examples: 21555 - name: validation num_bytes: 1745668 num_examples: 1090 - name: test num_bytes: 1818113 num_examples: 889 download_size: 26433402 dataset_size: 38444444 - config_name: bho_bhtb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 947740 num_examples: 357 download_size: 614159 dataset_size: 947740 - config_name: br_keb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 1026257 num_examples: 888 download_size: 679680 dataset_size: 1026257 - config_name: bg_btb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 18545312 num_examples: 8907 - name: validation num_bytes: 2393174 num_examples: 1115 - name: test num_bytes: 2344136 num_examples: 1116 download_size: 14910603 dataset_size: 23282622 - config_name: bxr_bdt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 17364 num_examples: 19 - name: test num_bytes: 1116630 num_examples: 908 download_size: 726053 dataset_size: 1133994 - config_name: yue_hk features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 1242850 num_examples: 1004 download_size: 710060 dataset_size: 1242850 - config_name: ca_ancora features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 46502842 num_examples: 13123 - name: validation num_bytes: 6282364 num_examples: 1709 - name: test num_bytes: 6441038 num_examples: 1846 download_size: 35924146 dataset_size: 59226244 - config_name: zh_cfl features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 660584 num_examples: 451 download_size: 384725 dataset_size: 660584 - config_name: zh_gsd features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 9268661 num_examples: 3997 - name: validation num_bytes: 1188371 num_examples: 500 - name: test num_bytes: 1130467 num_examples: 500 download_size: 6828367 dataset_size: 11587499 - config_name: zh_gsdsimp features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 9268663 num_examples: 3997 - name: validation num_bytes: 1188383 num_examples: 500 - name: test num_bytes: 1130459 num_examples: 500 download_size: 6828419 dataset_size: 11587505 - config_name: zh_hk features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 880193 num_examples: 1004 download_size: 494447 dataset_size: 880193 - config_name: zh_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2425817 num_examples: 1000 download_size: 1606982 dataset_size: 2425817 - config_name: ckt_hse features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 808669 num_examples: 1004 download_size: 771943 dataset_size: 808669 - config_name: lzh_kyoto features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 26615708 num_examples: 38669 - name: validation num_bytes: 3770507 num_examples: 5296 - name: test num_bytes: 3155207 num_examples: 4469 download_size: 22658287 dataset_size: 33541422 - config_name: cop_scriptorium features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 3944468 num_examples: 1089 - name: validation num_bytes: 1566786 num_examples: 381 - name: test num_bytes: 1487709 num_examples: 403 download_size: 4502996 dataset_size: 6998963 - config_name: hr_set features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 19104315 num_examples: 6914 - name: validation num_bytes: 2787184 num_examples: 960 - name: test num_bytes: 3035797 num_examples: 1136 download_size: 15103034 dataset_size: 24927296 - config_name: cs_cac features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 81527862 num_examples: 23478 - name: validation num_bytes: 1898678 num_examples: 603 - name: test num_bytes: 1878841 num_examples: 628 download_size: 55990235 dataset_size: 85305381 - config_name: cs_cltt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 4277239 num_examples: 860 - name: validation num_bytes: 752253 num_examples: 129 - name: test num_bytes: 646103 num_examples: 136 download_size: 3745656 dataset_size: 5675595 - config_name: cs_fictree features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 21490020 num_examples: 10160 - name: validation num_bytes: 2677727 num_examples: 1309 - name: test num_bytes: 2679930 num_examples: 1291 download_size: 17464342 dataset_size: 26847677 - config_name: cs_pdt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 201356662 num_examples: 68495 - name: validation num_bytes: 27366981 num_examples: 9270 - name: test num_bytes: 29817339 num_examples: 10148 download_size: 171506068 dataset_size: 258540982 - config_name: cs_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 3195818 num_examples: 1000 download_size: 2231853 dataset_size: 3195818 - config_name: da_ddt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 8689809 num_examples: 4383 - name: validation num_bytes: 1117939 num_examples: 564 - name: test num_bytes: 1082651 num_examples: 565 download_size: 6425281 dataset_size: 10890399 - config_name: nl_alpino features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 22503950 num_examples: 12264 - name: validation num_bytes: 1411253 num_examples: 718 - name: test num_bytes: 1354908 num_examples: 596 download_size: 16858557 dataset_size: 25270111 - config_name: nl_lassysmall features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 9001614 num_examples: 5787 - name: validation num_bytes: 1361552 num_examples: 676 - name: test num_bytes: 1391136 num_examples: 875 download_size: 8034396 dataset_size: 11754302 - config_name: en_esl features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 5335977 num_examples: 4124 - name: validation num_bytes: 648562 num_examples: 500 - name: test num_bytes: 651829 num_examples: 500 download_size: 3351548 dataset_size: 6636368 - config_name: en_ewt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 22755753 num_examples: 12543 - name: validation num_bytes: 2829889 num_examples: 2002 - name: test num_bytes: 2820398 num_examples: 2077 download_size: 16893922 dataset_size: 28406040 - config_name: en_gum features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 8999554 num_examples: 4287 - name: validation num_bytes: 1704949 num_examples: 784 - name: test num_bytes: 1743317 num_examples: 890 download_size: 7702761 dataset_size: 12447820 - config_name: en_gumreddit features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 1365930 num_examples: 587 - name: validation num_bytes: 317546 num_examples: 150 - name: test num_bytes: 374707 num_examples: 158 download_size: 1195979 dataset_size: 2058183 - config_name: en_lines features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 5728898 num_examples: 3176 - name: validation num_bytes: 1911762 num_examples: 1032 - name: test num_bytes: 1766797 num_examples: 1035 download_size: 5522254 dataset_size: 9407457 - config_name: en_partut features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 4133445 num_examples: 1781 - name: validation num_bytes: 265039 num_examples: 156 - name: test num_bytes: 326834 num_examples: 153 download_size: 2720286 dataset_size: 4725318 - config_name: en_pronouns features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 207364 num_examples: 285 download_size: 147181 dataset_size: 207364 - config_name: en_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2282027 num_examples: 1000 download_size: 1340563 dataset_size: 2282027 - config_name: myv_jr features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2763297 num_examples: 1690 download_size: 1945981 dataset_size: 2763297 - config_name: et_edt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 42901059 num_examples: 24633 - name: validation num_bytes: 5551620 num_examples: 3125 - name: test num_bytes: 5994421 num_examples: 3214 download_size: 32393618 dataset_size: 54447100 - config_name: et_ewt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 4199896 num_examples: 2837 - name: validation num_bytes: 1089459 num_examples: 743 - name: test num_bytes: 1600116 num_examples: 913 download_size: 4044147 dataset_size: 6889471 - config_name: fo_farpahc features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 2114958 num_examples: 1020 - name: validation num_bytes: 809707 num_examples: 300 - name: test num_bytes: 798245 num_examples: 301 download_size: 2186706 dataset_size: 3722910 - config_name: fo_oft features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 1220792 num_examples: 1208 download_size: 802681 dataset_size: 1220792 - config_name: fi_ftb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - 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name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2086421 num_examples: 1000 download_size: 1411514 dataset_size: 2086421 - config_name: fi_tdt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - 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name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 6322307 num_examples: 1000 download_size: 4661525 dataset_size: 6322307 - config_name: krl_kkpp features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 370378 num_examples: 228 download_size: 226103 dataset_size: 370378 - config_name: kk_ktb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 64737 num_examples: 31 - name: test num_bytes: 1263246 num_examples: 1047 download_size: 849300 dataset_size: 1327983 - config_name: kfm_aha features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 8464 num_examples: 10 download_size: 6290 dataset_size: 8464 - config_name: koi_uh features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 117629 num_examples: 81 download_size: 91509 dataset_size: 117629 - config_name: kpv_ikdp features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 182189 num_examples: 132 download_size: 121684 dataset_size: 182189 - config_name: kpv_lattice features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 685683 num_examples: 435 download_size: 467085 dataset_size: 685683 - config_name: ko_gsd features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 5480313 num_examples: 4400 - name: validation num_bytes: 1156603 num_examples: 950 - name: test num_bytes: 1129555 num_examples: 989 download_size: 4882238 dataset_size: 7766471 - config_name: ko_kaist features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 29037654 num_examples: 23010 - name: validation num_bytes: 2511880 num_examples: 2066 - name: test num_bytes: 2792215 num_examples: 2287 download_size: 21855177 dataset_size: 34341749 - config_name: ko_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2511856 num_examples: 1000 download_size: 2024810 dataset_size: 2511856 - config_name: kmr_mg features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 30374 num_examples: 20 - name: test num_bytes: 1248564 num_examples: 734 download_size: 765158 dataset_size: 1278938 - config_name: la_ittb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 54306304 num_examples: 22775 - name: validation num_bytes: 4236222 num_examples: 2101 - name: test num_bytes: 4221459 num_examples: 2101 download_size: 40247546 dataset_size: 62763985 - config_name: la_llct features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 26885433 num_examples: 7289 - name: validation num_bytes: 3363915 num_examples: 850 - name: test num_bytes: 3352500 num_examples: 884 download_size: 21975884 dataset_size: 33601848 - config_name: la_perseus features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 2542043 num_examples: 1334 - name: test num_bytes: 1575350 num_examples: 939 download_size: 2573703 dataset_size: 4117393 - config_name: la_proiel features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 24956038 num_examples: 15917 - name: validation num_bytes: 2020476 num_examples: 1234 - name: test num_bytes: 2029828 num_examples: 1260 download_size: 18434442 dataset_size: 29006342 - config_name: lv_lvtb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 29167529 num_examples: 10156 - name: validation num_bytes: 4501172 num_examples: 1664 - name: test num_bytes: 4565919 num_examples: 1823 download_size: 25227301 dataset_size: 38234620 - config_name: lt_alksnis features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 7272501 num_examples: 2341 - name: validation num_bytes: 1763901 num_examples: 617 - name: test num_bytes: 1648521 num_examples: 684 download_size: 7008248 dataset_size: 10684923 - config_name: lt_hse features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 433214 num_examples: 153 - name: validation num_bytes: 433214 num_examples: 153 - name: test num_bytes: 433214 num_examples: 153 download_size: 265619 dataset_size: 1299642 - config_name: olo_kkpp features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 18096 num_examples: 19 - name: test num_bytes: 175355 num_examples: 106 download_size: 121837 dataset_size: 193451 - config_name: mt_mudt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 1858001 num_examples: 1123 - name: validation num_bytes: 826004 num_examples: 433 - name: test num_bytes: 892629 num_examples: 518 download_size: 2011753 dataset_size: 3576634 - config_name: gv_cadhan features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 483042 num_examples: 291 download_size: 287206 dataset_size: 483042 - config_name: mr_ufal features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 420345 num_examples: 373 - name: validation num_bytes: 60791 num_examples: 46 - name: test num_bytes: 56582 num_examples: 47 download_size: 339354 dataset_size: 537718 - config_name: gun_dooley features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 1037858 num_examples: 1046 download_size: 571571 dataset_size: 1037858 - config_name: gun_thomas features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 143111 num_examples: 98 download_size: 92963 dataset_size: 143111 - config_name: mdf_jr features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 234147 num_examples: 167 download_size: 162330 dataset_size: 234147 - config_name: myu_tudet features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 26202 num_examples: 62 download_size: 20315 dataset_size: 26202 - config_name: pcm_nsc features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 16079391 num_examples: 7279 - name: validation num_bytes: 2099571 num_examples: 991 - name: test num_bytes: 2063685 num_examples: 972 download_size: 14907410 dataset_size: 20242647 - config_name: nyq_aha features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 8723 num_examples: 10 download_size: 6387 dataset_size: 8723 - config_name: sme_giella features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - 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name: test num_bytes: 3151638 num_examples: 1939 download_size: 19177350 dataset_size: 32627595 - config_name: no_nynorsk features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 25630539 num_examples: 14174 - name: validation num_bytes: 3277649 num_examples: 1890 - name: test num_bytes: 2601676 num_examples: 1511 download_size: 18532495 dataset_size: 31509864 - config_name: no_nynorsklia features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - 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name: test num_bytes: 1535923 num_examples: 1927 download_size: 9043098 dataset_size: 15022356 - config_name: orv_rnc features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 1527306 num_examples: 320 - name: test num_bytes: 2552216 num_examples: 637 download_size: 2627398 dataset_size: 4079522 - config_name: orv_torot features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - 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config_name: fa_perdt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 48654947 num_examples: 26196 - name: validation num_bytes: 2687750 num_examples: 1456 - name: test num_bytes: 2600303 num_examples: 1455 download_size: 33606395 dataset_size: 53943000 - config_name: fa_seraji features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 12627691 num_examples: 4798 - name: validation num_bytes: 1634327 num_examples: 599 - name: test num_bytes: 1675134 num_examples: 600 download_size: 9890107 dataset_size: 15937152 - config_name: pl_lfg features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 16810910 num_examples: 13774 - name: validation num_bytes: 2093712 num_examples: 1745 - name: test num_bytes: 2100915 num_examples: 1727 download_size: 14865541 dataset_size: 21005537 - config_name: pl_pdb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 44652289 num_examples: 17722 - name: validation num_bytes: 5494883 num_examples: 2215 - name: test num_bytes: 5322608 num_examples: 2215 download_size: 36340919 dataset_size: 55469780 - config_name: pl_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2943603 num_examples: 1000 download_size: 1943983 dataset_size: 2943603 - config_name: pt_bosque features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 22808617 num_examples: 8328 - name: validation num_bytes: 1201577 num_examples: 560 - name: test num_bytes: 1131511 num_examples: 476 download_size: 15201503 dataset_size: 25141705 - config_name: pt_gsd features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 22208385 num_examples: 9664 - name: validation num_bytes: 2805628 num_examples: 1210 - name: test num_bytes: 2732063 num_examples: 1204 download_size: 15300844 dataset_size: 27746076 - config_name: pt_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2431942 num_examples: 1000 download_size: 1516883 dataset_size: 2431942 - config_name: ro_nonstandard features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 74489083 num_examples: 24121 - name: validation num_bytes: 2663152 num_examples: 1052 - name: test num_bytes: 3017162 num_examples: 1052 download_size: 50345748 dataset_size: 80169397 - config_name: ro_rrt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 23695399 num_examples: 8043 - name: validation num_bytes: 2190973 num_examples: 752 - name: test num_bytes: 2092520 num_examples: 729 download_size: 17187956 dataset_size: 27978892 - config_name: ro_simonero features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 15390734 num_examples: 3747 - name: validation num_bytes: 1926639 num_examples: 443 - name: test num_bytes: 1940787 num_examples: 491 download_size: 11409378 dataset_size: 19258160 - config_name: ru_gsd features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 10504099 num_examples: 3850 - name: validation num_bytes: 1635884 num_examples: 579 - name: test num_bytes: 1597603 num_examples: 601 download_size: 8830986 dataset_size: 13737586 - config_name: ru_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2695958 num_examples: 1000 download_size: 1869304 dataset_size: 2695958 - config_name: ru_syntagrus features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 126305584 num_examples: 48814 - name: validation num_bytes: 17043673 num_examples: 6584 - name: test num_bytes: 16880203 num_examples: 6491 download_size: 102745164 dataset_size: 160229460 - config_name: ru_taiga features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 5802733 num_examples: 3138 - name: validation num_bytes: 1382140 num_examples: 945 - name: test num_bytes: 1314084 num_examples: 881 download_size: 5491427 dataset_size: 8498957 - config_name: sa_ufal features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 431697 num_examples: 230 download_size: 424675 dataset_size: 431697 - config_name: sa_vedic features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 2179608 num_examples: 2524 - name: test num_bytes: 1209605 num_examples: 1473 download_size: 2041583 dataset_size: 3389213 - config_name: gd_arcosg features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 3952356 num_examples: 1990 - name: validation num_bytes: 1038211 num_examples: 645 - name: test num_bytes: 1034788 num_examples: 538 download_size: 3474087 dataset_size: 6025355 - config_name: sr_set features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 9309552 num_examples: 3328 - name: validation num_bytes: 1503953 num_examples: 536 - name: test num_bytes: 1432672 num_examples: 520 download_size: 7414381 dataset_size: 12246177 - config_name: sms_giellagas features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 174744 num_examples: 104 download_size: 116491 dataset_size: 174744 - config_name: sk_snk features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 12017312 num_examples: 8483 - name: validation num_bytes: 1863926 num_examples: 1060 - name: test num_bytes: 1943012 num_examples: 1061 download_size: 10013420 dataset_size: 15824250 - config_name: sl_ssj features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - 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name: test num_bytes: 1493885 num_examples: 1110 download_size: 2655777 dataset_size: 4397560 - config_name: soj_aha features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 6218 num_examples: 8 download_size: 4577 dataset_size: 6218 - config_name: ajp_madar features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 71956 num_examples: 100 download_size: 43174 dataset_size: 71956 - config_name: es_ancora features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 50101327 num_examples: 14305 - name: validation num_bytes: 5883940 num_examples: 1654 - name: test num_bytes: 5928986 num_examples: 1721 download_size: 37668083 dataset_size: 61914253 - config_name: es_gsd features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 39582074 num_examples: 14187 - name: validation num_bytes: 3834443 num_examples: 1400 - name: test num_bytes: 1253720 num_examples: 426 download_size: 26073760 dataset_size: 44670237 - config_name: es_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2595946 num_examples: 1000 download_size: 1628475 dataset_size: 2595946 - config_name: swl_sslc features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 57443 num_examples: 87 - name: validation num_bytes: 59002 num_examples: 82 - name: test num_bytes: 24542 num_examples: 34 download_size: 81699 dataset_size: 140987 - config_name: sv_lines features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 6731662 num_examples: 3176 - name: validation num_bytes: 2239951 num_examples: 1032 - name: test num_bytes: 2070626 num_examples: 1035 download_size: 7245283 dataset_size: 11042239 - config_name: sv_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2554725 num_examples: 1000 download_size: 1722516 dataset_size: 2554725 - config_name: sv_talbanken features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 9287256 num_examples: 4303 - name: validation num_bytes: 1361535 num_examples: 504 - name: test num_bytes: 2835742 num_examples: 1219 download_size: 8476012 dataset_size: 13484533 - config_name: gsw_uzh features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 111357 num_examples: 100 download_size: 59675 dataset_size: 111357 - config_name: tl_trg features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 86696 num_examples: 128 download_size: 61344 dataset_size: 86696 - config_name: tl_ugnayan features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 90863 num_examples: 94 download_size: 55207 dataset_size: 90863 - config_name: ta_mwtt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 522349 num_examples: 534 download_size: 414263 dataset_size: 522349 - config_name: ta_ttb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 1538780 num_examples: 400 - name: validation num_bytes: 305206 num_examples: 80 - name: test num_bytes: 478941 num_examples: 120 download_size: 1753448 dataset_size: 2322927 - config_name: te_mtg features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 703512 num_examples: 1051 - name: validation num_bytes: 91547 num_examples: 131 - name: test num_bytes: 99757 num_examples: 146 download_size: 643764 dataset_size: 894816 - config_name: th_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2341697 num_examples: 1000 download_size: 1606517 dataset_size: 2341697 - config_name: tpn_tudet features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 8089 num_examples: 8 download_size: 5447 dataset_size: 8089 - config_name: qtd_sagt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 583697 num_examples: 285 - name: validation num_bytes: 1564765 num_examples: 801 - name: test num_bytes: 1710777 num_examples: 805 download_size: 2299611 dataset_size: 3859239 - config_name: tr_boun features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 12827173 num_examples: 7803 - name: validation num_bytes: 1577760 num_examples: 979 - name: test num_bytes: 1580727 num_examples: 979 download_size: 9742035 dataset_size: 15985660 - config_name: tr_gb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2146729 num_examples: 2880 download_size: 1474083 dataset_size: 2146729 - config_name: tr_imst features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 5063905 num_examples: 3664 - name: validation num_bytes: 1342351 num_examples: 988 - name: test num_bytes: 1347524 num_examples: 983 download_size: 4711018 dataset_size: 7753780 - config_name: tr_pud features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 2021772 num_examples: 1000 download_size: 1359487 dataset_size: 2021772 - config_name: uk_iu features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 18886802 num_examples: 5496 - name: validation num_bytes: 2592721 num_examples: 672 - name: test num_bytes: 3561164 num_examples: 892 download_size: 17344586 dataset_size: 25040687 - config_name: hsb_ufal features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 54257 num_examples: 23 - name: test num_bytes: 1246592 num_examples: 623 download_size: 781067 dataset_size: 1300849 - config_name: ur_udtb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 19808745 num_examples: 4043 - name: validation num_bytes: 2652349 num_examples: 552 - name: test num_bytes: 2702596 num_examples: 535 download_size: 15901007 dataset_size: 25163690 - config_name: ug_udt features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 2570856 num_examples: 1656 - name: validation num_bytes: 1406032 num_examples: 900 - name: test num_bytes: 1371993 num_examples: 900 download_size: 3455092 dataset_size: 5348881 - config_name: vi_vtb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 1689772 num_examples: 1400 - name: validation num_bytes: 948019 num_examples: 800 - name: test num_bytes: 987207 num_examples: 800 download_size: 2055529 dataset_size: 3624998 - config_name: wbp_ufal features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 48533 num_examples: 55 download_size: 38326 dataset_size: 48533 - config_name: cy_ccg features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 1629465 num_examples: 704 - name: test num_bytes: 1779002 num_examples: 953 download_size: 1984759 dataset_size: 3408467 - config_name: wo_wtb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: train num_bytes: 2781883 num_examples: 1188 - name: validation num_bytes: 1204839 num_examples: 449 - name: test num_bytes: 1227124 num_examples: 470 download_size: 3042699 dataset_size: 5213846 - config_name: yo_ytb features: - name: idx dtype: string - name: text dtype: string - name: tokens sequence: string - name: lemmas sequence: string - name: upos sequence: class_label: names: '0': NOUN '1': PUNCT '2': ADP '3': NUM '4': SYM '5': SCONJ '6': ADJ '7': PART '8': DET '9': CCONJ '10': PROPN '11': PRON '12': X '13': _ '14': ADV '15': INTJ '16': VERB '17': AUX - name: xpos sequence: string - name: feats sequence: string - name: head sequence: string - name: deprel sequence: string - name: deps sequence: string - name: misc sequence: string splits: - name: test num_bytes: 905766 num_examples: 318 download_size: 567955 dataset_size: 905766 config_names: - af_afribooms - aii_as - ajp_madar - akk_pisandub - akk_riao - am_att - apu_ufpa - aqz_tudet - ar_nyuad - ar_padt - ar_pud - be_hse - bg_btb - bho_bhtb - bm_crb - br_keb - bxr_bdt - ca_ancora - ckt_hse - cop_scriptorium - cs_cac - cs_cltt - cs_fictree - cs_pdt - cs_pud - cu_proiel - cy_ccg - da_ddt - de_gsd - de_hdt - de_lit - de_pud - el_gdt - en_esl - en_ewt - en_gum - en_gumreddit - en_lines - en_partut - en_pronouns - en_pud - es_ancora - es_gsd - es_pud - et_edt - et_ewt - eu_bdt - fa_perdt - fa_seraji - fi_ftb - fi_ood - fi_pud - fi_tdt - fo_farpahc - fo_oft - fr_fqb - fr_ftb - fr_gsd - fr_partut - fr_pud - fr_sequoia - fr_spoken - fro_srcmf - ga_idt - gd_arcosg - gl_ctg - gl_treegal - got_proiel - grc_perseus - grc_proiel - gsw_uzh - gun_dooley - gun_thomas - gv_cadhan - he_htb - hi_hdtb - hi_pud - hr_set - hsb_ufal - hu_szeged - hy_armtdp - id_csui - id_gsd - id_pud - is_icepahc - is_pud - it_isdt - it_partut - it_postwita - it_pud - it_twittiro - it_vit - ja_bccwj - ja_gsd - ja_modern - ja_pud - kfm_aha - kk_ktb - kmr_mg - ko_gsd - ko_kaist - ko_pud - koi_uh - kpv_ikdp - kpv_lattice - krl_kkpp - la_ittb - la_llct - la_perseus - la_proiel - lt_alksnis - lt_hse - lv_lvtb - lzh_kyoto - mdf_jr - mr_ufal - mt_mudt - myu_tudet - myv_jr - nl_alpino - nl_lassysmall - no_bokmaal - no_nynorsk - no_nynorsklia - nyq_aha - olo_kkpp - orv_rnc - orv_torot - otk_tonqq - pcm_nsc - pl_lfg - pl_pdb - pl_pud - pt_bosque - pt_gsd - pt_pud - qhe_hiencs - qtd_sagt - ro_nonstandard - ro_rrt - ro_simonero - ru_gsd - ru_pud - ru_syntagrus - ru_taiga - sa_ufal - sa_vedic - sk_snk - sl_ssj - sl_sst - sme_giella - sms_giellagas - soj_aha - sq_tsa - sr_set - sv_lines - sv_pud - sv_talbanken - swl_sslc - ta_mwtt - ta_ttb - te_mtg - th_pud - tl_trg - tl_ugnayan - tpn_tudet - tr_boun - tr_gb - tr_imst - tr_pud - ug_udt - uk_iu - ur_udtb - vi_vtb - wbp_ufal - wo_wtb - yo_ytb - yue_hk - zh_cfl - zh_gsd - zh_gsdsimp - zh_hk - zh_pud --- # Dataset Card for Universal Dependencies Treebank ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [Universal Dependencies](https://universaldependencies.org/) - **Repository:** - **Paper:** - **Leaderboard:** - **Point of Contact:** ### Dataset Summary [More Information Needed] ### Supported Tasks and Leaderboards [More Information Needed] ### Languages [More Information Needed] ## Dataset Structure ### Data Instances [More Information Needed] ### Data Fields [More Information Needed] ### Data Splits [More Information Needed] ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data #### Initial Data Collection and Normalization [More Information Needed] #### Who are the source language producers? [More Information Needed] ### Annotations #### Annotation process [More Information Needed] #### Who are the annotators? [More Information Needed] ### Personal and Sensitive Information [More Information Needed] ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed] ### Discussion of Biases [More Information Needed] ### Other Known Limitations [More Information Needed] ## Additional Information ### Dataset Curators [More Information Needed] ### Licensing Information [More Information Needed] ### Citation Information [More Information Needed] ### Contributions Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@jplu](https://github.com/jplu) for adding this dataset.
wecover/OPUS_TED2020
wecover
"2024-01-31T11:42:51Z"
19,314
0
[ "size_categories:10M<n<100M", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-01-31T07:37:04Z"
--- configs: - config_name: default data_files: - split: train path: '*/*/train.parquet' - split: valid path: '*/*/valid.parquet' - split: test path: '*/*/test.parquet' - config_name: af data_files: - split: train path: '*/*af*/train.parquet' - split: test path: '*/*af*/test.parquet' - split: valid path: '*/*af*/valid.parquet' - config_name: am data_files: - split: train path: '*/*am*/train.parquet' - split: test path: '*/*am*/test.parquet' - split: valid path: '*/*am*/valid.parquet' - config_name: ar data_files: - split: train path: '*/*ar*/train.parquet' - split: test path: '*/*ar*/test.parquet' - split: valid path: '*/*ar*/valid.parquet' - config_name: az data_files: - split: train path: '*/*az*/train.parquet' - split: test path: '*/*az*/test.parquet' - split: valid path: '*/*az*/valid.parquet' - config_name: be data_files: - split: train path: '*/*be*/train.parquet' - split: test path: '*/*be*/test.parquet' - split: valid path: '*/*be*/valid.parquet' - config_name: bg data_files: - split: train path: '*/*bg*/train.parquet' - split: test path: '*/*bg*/test.parquet' - split: valid path: '*/*bg*/valid.parquet' - config_name: bn data_files: - split: train path: '*/*bn*/train.parquet' - split: test path: '*/*bn*/test.parquet' - split: valid path: '*/*bn*/valid.parquet' - config_name: bs data_files: - split: train path: '*/*bs*/train.parquet' - split: test path: '*/*bs*/test.parquet' - split: valid path: '*/*bs*/valid.parquet' - config_name: ca data_files: - split: train path: '*/*ca*/train.parquet' - split: test path: '*/*ca*/test.parquet' - split: valid path: '*/*ca*/valid.parquet' - config_name: cs data_files: - split: train path: '*/*cs*/train.parquet' - split: test path: '*/*cs*/test.parquet' - split: valid path: '*/*cs*/valid.parquet' - config_name: da data_files: - split: train path: '*/*da*/train.parquet' - split: test path: '*/*da*/test.parquet' - split: valid path: '*/*da*/valid.parquet' - config_name: de data_files: - split: train path: '*/*de*/train.parquet' - split: test path: '*/*de*/test.parquet' - split: valid path: '*/*de*/valid.parquet' - config_name: el data_files: - split: train path: '*/*el*/train.parquet' - split: test path: '*/*el*/test.parquet' - split: valid path: '*/*el*/valid.parquet' - config_name: en data_files: - split: train path: '*/*en*/train.parquet' - split: test path: '*/*en*/test.parquet' - split: valid path: '*/*en*/valid.parquet' - config_name: eo data_files: - split: train path: '*/*eo*/train.parquet' - split: test path: '*/*eo*/test.parquet' - split: valid path: '*/*eo*/valid.parquet' - config_name: es data_files: - split: train path: '*/*es*/train.parquet' - split: test path: '*/*es*/test.parquet' - split: valid path: '*/*es*/valid.parquet' - config_name: et data_files: - split: train path: '*/*et*/train.parquet' - split: test path: '*/*et*/test.parquet' - split: valid path: '*/*et*/valid.parquet' - config_name: eu data_files: - split: train path: '*/*eu*/train.parquet' - split: test path: '*/*eu*/test.parquet' - split: valid path: '*/*eu*/valid.parquet' - config_name: fa data_files: - split: train path: '*/*fa*/train.parquet' - split: test path: '*/*fa*/test.parquet' - split: valid path: '*/*fa*/valid.parquet' - config_name: fi data_files: - split: train path: '*/*fi*/train.parquet' - split: test path: '*/*fi*/test.parquet' - split: valid path: '*/*fi*/valid.parquet' - config_name: fr data_files: - split: train path: '*/*fr*/train.parquet' - split: test path: '*/*fr*/test.parquet' - split: valid path: '*/*fr*/valid.parquet' - config_name: ga data_files: - split: train path: '*/*ga*/train.parquet' - split: test path: '*/*ga*/test.parquet' - split: valid path: '*/*ga*/valid.parquet' - config_name: gl data_files: - split: train path: '*/*gl*/train.parquet' - split: test path: '*/*gl*/test.parquet' - split: valid path: '*/*gl*/valid.parquet' - config_name: he data_files: - split: train path: '*/*he*/train.parquet' - split: test path: '*/*he*/test.parquet' - split: valid path: '*/*he*/valid.parquet' - config_name: hi data_files: - split: train path: '*/*hi*/train.parquet' - split: test path: '*/*hi*/test.parquet' - split: valid path: '*/*hi*/valid.parquet' - config_name: hr data_files: - split: train path: '*/*hr*/train.parquet' - split: test path: '*/*hr*/test.parquet' - split: valid path: '*/*hr*/valid.parquet' - config_name: hu data_files: - split: train path: '*/*hu*/train.parquet' - split: test path: '*/*hu*/test.parquet' - split: valid path: '*/*hu*/valid.parquet' - config_name: hy data_files: - split: train path: '*/*hy*/train.parquet' - split: test path: '*/*hy*/test.parquet' - split: valid path: '*/*hy*/valid.parquet' - config_name: id data_files: - split: train path: '*/*id*/train.parquet' - split: test path: '*/*id*/test.parquet' - split: valid path: '*/*id*/valid.parquet' - config_name: is data_files: - split: train path: '*/*is*/train.parquet' - split: test path: '*/*is*/test.parquet' - split: valid path: '*/*is*/valid.parquet' - config_name: it data_files: - split: train path: '*/*it*/train.parquet' - split: test path: '*/*it*/test.parquet' - split: valid path: '*/*it*/valid.parquet' - config_name: ja data_files: - split: train path: '*/*ja*/train.parquet' - split: test path: '*/*ja*/test.parquet' - split: valid path: '*/*ja*/valid.parquet' - config_name: ka data_files: - split: train path: '*/*ka*/train.parquet' - split: test path: '*/*ka*/test.parquet' - split: valid path: '*/*ka*/valid.parquet' - config_name: kk data_files: - split: train path: '*/*kk*/train.parquet' - split: test path: '*/*kk*/test.parquet' - split: valid path: '*/*kk*/valid.parquet' - config_name: km data_files: - split: train path: '*/*km*/train.parquet' - split: test path: '*/*km*/test.parquet' - split: valid path: '*/*km*/valid.parquet' - config_name: kn data_files: - split: train path: '*/*kn*/train.parquet' - split: test path: '*/*kn*/test.parquet' - split: valid path: '*/*kn*/valid.parquet' - config_name: ko data_files: - split: train path: '*/*ko*/train.parquet' - split: test path: '*/*ko*/test.parquet' - split: valid path: '*/*ko*/valid.parquet' - config_name: ku data_files: - split: train path: '*/*ku*/train.parquet' - split: test path: '*/*ku*/test.parquet' - split: valid path: '*/*ku*/valid.parquet' - config_name: lo data_files: - split: train path: '*/*lo*/train.parquet' - split: test path: '*/*lo*/test.parquet' - split: valid path: '*/*lo*/valid.parquet' - config_name: lt data_files: - split: train path: '*/*lt*/train.parquet' - split: test path: '*/*lt*/test.parquet' - split: valid path: '*/*lt*/valid.parquet' - config_name: mg data_files: - split: train path: '*/*mg*/train.parquet' - split: test path: '*/*mg*/test.parquet' - split: valid path: '*/*mg*/valid.parquet' - config_name: mk data_files: - split: train path: '*/*mk*/train.parquet' - split: test path: '*/*mk*/test.parquet' - split: valid path: '*/*mk*/valid.parquet' - config_name: ml data_files: - split: train path: '*/*ml*/train.parquet' - split: test path: '*/*ml*/test.parquet' - split: valid path: '*/*ml*/valid.parquet' - config_name: mn data_files: - split: train path: '*/*mn*/train.parquet' - split: test path: '*/*mn*/test.parquet' - split: valid path: '*/*mn*/valid.parquet' - config_name: mr data_files: - split: train path: '*/*mr*/train.parquet' - split: test path: '*/*mr*/test.parquet' - split: valid path: '*/*mr*/valid.parquet' - config_name: ms data_files: - split: train path: '*/*ms*/train.parquet' - split: test path: '*/*ms*/test.parquet' - split: valid path: '*/*ms*/valid.parquet' - config_name: my data_files: - split: train path: '*/*my*/train.parquet' - split: test path: '*/*my*/test.parquet' - split: valid path: '*/*my*/valid.parquet' - config_name: ne data_files: - split: train path: '*/*ne*/train.parquet' - split: test path: '*/*ne*/test.parquet' - split: valid path: '*/*ne*/valid.parquet' - config_name: nl data_files: - split: train path: '*/*nl*/train.parquet' - split: test path: '*/*nl*/test.parquet' - split: valid path: '*/*nl*/valid.parquet' - config_name: pl data_files: - split: train path: '*/*pl*/train.parquet' - split: test path: '*/*pl*/test.parquet' - split: valid path: '*/*pl*/valid.parquet' - config_name: pt data_files: - split: train path: '*/*pt*/train.parquet' - split: test path: '*/*pt*/test.parquet' - split: valid path: '*/*pt*/valid.parquet' - config_name: ro data_files: - split: train path: '*/*ro*/train.parquet' - split: test path: '*/*ro*/test.parquet' - split: valid path: '*/*ro*/valid.parquet' - config_name: ru data_files: - split: train path: '*/*ru*/train.parquet' - split: test path: '*/*ru*/test.parquet' - split: valid path: '*/*ru*/valid.parquet' - config_name: sk data_files: - split: train path: '*/*sk*/train.parquet' - split: test path: '*/*sk*/test.parquet' - split: valid path: '*/*sk*/valid.parquet' - config_name: sl data_files: - split: train path: '*/*sl*/train.parquet' - split: test path: '*/*sl*/test.parquet' - split: valid path: '*/*sl*/valid.parquet' - config_name: so data_files: - split: train path: '*/*so*/train.parquet' - split: test path: '*/*so*/test.parquet' - split: valid path: '*/*so*/valid.parquet' - config_name: sq data_files: - split: train path: '*/*sq*/train.parquet' - split: test path: '*/*sq*/test.parquet' - split: valid path: '*/*sq*/valid.parquet' - config_name: sr data_files: - split: train path: '*/*sr*/train.parquet' - split: test path: '*/*sr*/test.parquet' - split: valid path: '*/*sr*/valid.parquet' - config_name: sv data_files: - split: train path: '*/*sv*/train.parquet' - split: test path: '*/*sv*/test.parquet' - split: valid path: '*/*sv*/valid.parquet' - config_name: sw data_files: - split: train path: '*/*sw*/train.parquet' - split: test path: '*/*sw*/test.parquet' - split: valid path: '*/*sw*/valid.parquet' - config_name: ta data_files: - split: train path: '*/*ta*/train.parquet' - split: test path: '*/*ta*/test.parquet' - split: valid path: '*/*ta*/valid.parquet' - config_name: te data_files: - split: train path: '*/*te*/train.parquet' - split: test path: '*/*te*/test.parquet' - split: valid path: '*/*te*/valid.parquet' - config_name: th data_files: - split: train path: '*/*th*/train.parquet' - split: test path: '*/*th*/test.parquet' - split: valid path: '*/*th*/valid.parquet' - config_name: tl data_files: - split: train path: '*/*tl*/train.parquet' - split: test path: '*/*tl*/test.parquet' - split: valid path: '*/*tl*/valid.parquet' - config_name: tr data_files: - split: train path: '*/*tr*/train.parquet' - split: test path: '*/*tr*/test.parquet' - split: valid path: '*/*tr*/valid.parquet' - config_name: ug data_files: - split: train path: '*/*ug*/train.parquet' - split: test path: '*/*ug*/test.parquet' - split: valid path: '*/*ug*/valid.parquet' - config_name: uk data_files: - split: train path: '*/*uk*/train.parquet' - split: test path: '*/*uk*/test.parquet' - split: valid path: '*/*uk*/valid.parquet' - config_name: ur data_files: - split: train path: '*/*ur*/train.parquet' - split: test path: '*/*ur*/test.parquet' - split: valid path: '*/*ur*/valid.parquet' - config_name: uz data_files: - split: train path: '*/*uz*/train.parquet' - split: test path: '*/*uz*/test.parquet' - split: valid path: '*/*uz*/valid.parquet' - config_name: vi data_files: - split: train path: '*/*vi*/train.parquet' - split: test path: '*/*vi*/test.parquet' - split: valid path: '*/*vi*/valid.parquet' - config_name: ky data_files: - split: train path: '*/*ky*/train.parquet' - split: test path: '*/*ky*/test.parquet' - split: valid path: '*/*ky*/valid.parquet' - config_name: si data_files: - split: train path: '*/*si*/train.parquet' - split: test path: '*/*si*/test.parquet' - split: valid path: '*/*si*/valid.parquet' - config_name: as data_files: - split: train path: '*/*as*/train.parquet' - split: test path: '*/*as*/test.parquet' - split: valid path: '*/*as*/valid.parquet' - config_name: ha data_files: - split: train path: '*/*ha*/train.parquet' - split: test path: '*/*ha*/test.parquet' - split: valid path: '*/*ha*/valid.parquet' - config_name: la data_files: - split: train path: '*/*la*/train.parquet' - split: test path: '*/*la*/test.parquet' - split: valid path: '*/*la*/valid.parquet' - config_name: pa data_files: - split: train path: '*/*pa*/train.parquet' - split: test path: '*/*pa*/test.parquet' - split: valid path: '*/*pa*/valid.parquet' - config_name: ps data_files: - split: train path: '*/*ps*/train.parquet' - split: test path: '*/*ps*/test.parquet' - split: valid path: '*/*ps*/valid.parquet' ---
saiyan-world/Goku-MovieGenBench
saiyan-world
"2025-02-11T03:18:05Z"
18,996
149
[ "task_categories:text-to-video", "size_categories:1K<n<10K", "modality:video", "library:datasets", "library:mlcroissant", "arxiv:2502.04896", "region:us" ]
[ "text-to-video" ]
"2025-02-06T12:47:26Z"
--- task_categories: - text-to-video --- This repository contains the data associated with the paper [Goku: Flow Based Video Generative Foundation Models](https://huggingface.co/papers/2502.04896). Project page: https://saiyan-world.github.io/goku/
eriktks/conll2003
eriktks
"2024-01-18T09:34:17Z"
18,867
133
[ "task_categories:token-classification", "task_ids:named-entity-recognition", "task_ids:part-of-speech", "annotations_creators:crowdsourced", "language_creators:found", "multilinguality:monolingual", "source_datasets:extended|other-reuters-corpus", "language:en", "license:other", "size_categories:10K<n<100K", "region:us" ]
[ "token-classification" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - crowdsourced language_creators: - found language: - en license: - other multilinguality: - monolingual size_categories: - 10K<n<100K source_datasets: - extended|other-reuters-corpus task_categories: - token-classification task_ids: - named-entity-recognition - part-of-speech paperswithcode_id: conll-2003 pretty_name: CoNLL-2003 dataset_info: features: - name: id dtype: string - name: tokens sequence: string - name: pos_tags sequence: class_label: names: '0': '"' '1': '''''' '2': '#' '3': $ '4': ( '5': ) '6': ',' '7': . '8': ':' '9': '``' '10': CC '11': CD '12': DT '13': EX '14': FW '15': IN '16': JJ '17': JJR '18': JJS '19': LS '20': MD '21': NN '22': NNP '23': NNPS '24': NNS '25': NN|SYM '26': PDT '27': POS '28': PRP '29': PRP$ '30': RB '31': RBR '32': RBS '33': RP '34': SYM '35': TO '36': UH '37': VB '38': VBD '39': VBG '40': VBN '41': VBP '42': VBZ '43': WDT '44': WP '45': WP$ '46': WRB - name: chunk_tags sequence: class_label: names: '0': O '1': B-ADJP '2': I-ADJP '3': B-ADVP '4': I-ADVP '5': B-CONJP '6': I-CONJP '7': B-INTJ '8': I-INTJ '9': B-LST '10': I-LST '11': B-NP '12': I-NP '13': B-PP '14': I-PP '15': B-PRT '16': I-PRT '17': B-SBAR '18': I-SBAR '19': B-UCP '20': I-UCP '21': B-VP '22': I-VP - name: ner_tags sequence: class_label: names: '0': O '1': B-PER '2': I-PER '3': B-ORG '4': I-ORG '5': B-LOC '6': I-LOC '7': B-MISC '8': I-MISC config_name: conll2003 splits: - name: train num_bytes: 6931345 num_examples: 14041 - name: validation num_bytes: 1739223 num_examples: 3250 - name: test num_bytes: 1582054 num_examples: 3453 download_size: 982975 dataset_size: 10252622 train-eval-index: - config: conll2003 task: token-classification task_id: entity_extraction splits: train_split: train eval_split: test col_mapping: tokens: tokens ner_tags: tags metrics: - type: seqeval name: seqeval --- # Dataset Card for "conll2003" ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [https://www.aclweb.org/anthology/W03-0419/](https://www.aclweb.org/anthology/W03-0419/) - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Size of downloaded dataset files:** 4.85 MB - **Size of the generated dataset:** 10.26 MB - **Total amount of disk used:** 15.11 MB ### Dataset Summary The shared task of CoNLL-2003 concerns language-independent named entity recognition. We will concentrate on four types of named entities: persons, locations, organizations and names of miscellaneous entities that do not belong to the previous three groups. The CoNLL-2003 shared task data files contain four columns separated by a single space. Each word has been put on a separate line and there is an empty line after each sentence. The first item on each line is a word, the second a part-of-speech (POS) tag, the third a syntactic chunk tag and the fourth the named entity tag. The chunk tags and the named entity tags have the format I-TYPE which means that the word is inside a phrase of type TYPE. Only if two phrases of the same type immediately follow each other, the first word of the second phrase will have tag B-TYPE to show that it starts a new phrase. A word with tag O is not part of a phrase. Note the dataset uses IOB2 tagging scheme, whereas the original dataset uses IOB1. For more details see https://www.clips.uantwerpen.be/conll2003/ner/ and https://www.aclweb.org/anthology/W03-0419 ### Supported Tasks and Leaderboards [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Languages [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Dataset Structure ### Data Instances #### conll2003 - **Size of downloaded dataset files:** 4.85 MB - **Size of the generated dataset:** 10.26 MB - **Total amount of disk used:** 15.11 MB An example of 'train' looks as follows. ``` { "chunk_tags": [11, 12, 12, 21, 13, 11, 11, 21, 13, 11, 12, 13, 11, 21, 22, 11, 12, 17, 11, 21, 17, 11, 12, 12, 21, 22, 22, 13, 11, 0], "id": "0", "ner_tags": [0, 3, 4, 0, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "pos_tags": [12, 22, 22, 38, 15, 22, 28, 38, 15, 16, 21, 35, 24, 35, 37, 16, 21, 15, 24, 41, 15, 16, 21, 21, 20, 37, 40, 35, 21, 7], "tokens": ["The", "European", "Commission", "said", "on", "Thursday", "it", "disagreed", "with", "German", "advice", "to", "consumers", "to", "shun", "British", "lamb", "until", "scientists", "determine", "whether", "mad", "cow", "disease", "can", "be", "transmitted", "to", "sheep", "."] } ``` The original data files have `-DOCSTART-` lines used to separate documents, but these lines are removed here. Indeed `-DOCSTART-` is a special line that acts as a boundary between two different documents, and it is filtered out in this implementation. ### Data Fields The data fields are the same among all splits. #### conll2003 - `id`: a `string` feature. - `tokens`: a `list` of `string` features. - `pos_tags`: a `list` of classification labels (`int`). Full tagset with indices: ```python {'"': 0, "''": 1, '#': 2, '$': 3, '(': 4, ')': 5, ',': 6, '.': 7, ':': 8, '``': 9, 'CC': 10, 'CD': 11, 'DT': 12, 'EX': 13, 'FW': 14, 'IN': 15, 'JJ': 16, 'JJR': 17, 'JJS': 18, 'LS': 19, 'MD': 20, 'NN': 21, 'NNP': 22, 'NNPS': 23, 'NNS': 24, 'NN|SYM': 25, 'PDT': 26, 'POS': 27, 'PRP': 28, 'PRP$': 29, 'RB': 30, 'RBR': 31, 'RBS': 32, 'RP': 33, 'SYM': 34, 'TO': 35, 'UH': 36, 'VB': 37, 'VBD': 38, 'VBG': 39, 'VBN': 40, 'VBP': 41, 'VBZ': 42, 'WDT': 43, 'WP': 44, 'WP$': 45, 'WRB': 46} ``` - `chunk_tags`: a `list` of classification labels (`int`). Full tagset with indices: ```python {'O': 0, 'B-ADJP': 1, 'I-ADJP': 2, 'B-ADVP': 3, 'I-ADVP': 4, 'B-CONJP': 5, 'I-CONJP': 6, 'B-INTJ': 7, 'I-INTJ': 8, 'B-LST': 9, 'I-LST': 10, 'B-NP': 11, 'I-NP': 12, 'B-PP': 13, 'I-PP': 14, 'B-PRT': 15, 'I-PRT': 16, 'B-SBAR': 17, 'I-SBAR': 18, 'B-UCP': 19, 'I-UCP': 20, 'B-VP': 21, 'I-VP': 22} ``` - `ner_tags`: a `list` of classification labels (`int`). Full tagset with indices: ```python {'O': 0, 'B-PER': 1, 'I-PER': 2, 'B-ORG': 3, 'I-ORG': 4, 'B-LOC': 5, 'I-LOC': 6, 'B-MISC': 7, 'I-MISC': 8} ``` ### Data Splits | name |train|validation|test| |---------|----:|---------:|---:| |conll2003|14041| 3250|3453| ## Dataset Creation ### Curation Rationale [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Source Data #### Initial Data Collection and Normalization [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the source language producers? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Annotations #### Annotation process [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the annotators? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Personal and Sensitive Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Discussion of Biases [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Other Known Limitations [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Additional Information ### Dataset Curators [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Licensing Information From the [CoNLL2003 shared task](https://www.clips.uantwerpen.be/conll2003/ner/) page: > The English data is a collection of news wire articles from the Reuters Corpus. The annotation has been done by people of the University of Antwerp. Because of copyright reasons we only make available the annotations. In order to build the complete data sets you will need access to the Reuters Corpus. It can be obtained for research purposes without any charge from NIST. The copyrights are defined below, from the [Reuters Corpus page](https://trec.nist.gov/data/reuters/reuters.html): > The stories in the Reuters Corpus are under the copyright of Reuters Ltd and/or Thomson Reuters, and their use is governed by the following agreements: > > [Organizational agreement](https://trec.nist.gov/data/reuters/org_appl_reuters_v4.html) > > This agreement must be signed by the person responsible for the data at your organization, and sent to NIST. > > [Individual agreement](https://trec.nist.gov/data/reuters/ind_appl_reuters_v4.html) > > This agreement must be signed by all researchers using the Reuters Corpus at your organization, and kept on file at your organization. ### Citation Information ``` @inproceedings{tjong-kim-sang-de-meulder-2003-introduction, title = "Introduction to the {C}o{NLL}-2003 Shared Task: Language-Independent Named Entity Recognition", author = "Tjong Kim Sang, Erik F. and De Meulder, Fien", booktitle = "Proceedings of the Seventh Conference on Natural Language Learning at {HLT}-{NAACL} 2003", year = "2003", url = "https://www.aclweb.org/anthology/W03-0419", pages = "142--147", } ``` ### Contributions Thanks to [@jplu](https://github.com/jplu), [@vblagoje](https://github.com/vblagoje), [@lhoestq](https://github.com/lhoestq) for adding this dataset.
orionweller/reddit_mds_incremental
orionweller
"2024-07-23T17:17:42Z"
18,803
0
[ "region:us" ]
null
"2024-06-24T14:44:04Z"
--- dataset_info: features: [] splits: - name: creation num_bytes: 0 num_examples: 0 download_size: 324 dataset_size: 0 configs: - config_name: default data_files: - split: creation path: data/creation-* ---
nyu-mll/blimp
nyu-mll
"2024-01-23T09:58:08Z"
18,760
37
[ "task_categories:text-classification", "task_ids:acceptability-classification", "annotations_creators:crowdsourced", "language_creators:machine-generated", "multilinguality:monolingual", "source_datasets:original", "language:en", "license:cc-by-4.0", "size_categories:10K<n<100K", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "arxiv:1912.00582", "region:us" ]
[ "text-classification" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - crowdsourced language_creators: - machine-generated language: - en license: - cc-by-4.0 multilinguality: - monolingual size_categories: - 10K<n<100K source_datasets: - original task_categories: - text-classification task_ids: - acceptability-classification paperswithcode_id: blimp pretty_name: BLiMP dataset_info: - config_name: adjunct_island features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 165894 num_examples: 1000 download_size: 62231 dataset_size: 165894 - config_name: anaphor_gender_agreement features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 130918 num_examples: 1000 download_size: 39201 dataset_size: 130918 - config_name: anaphor_number_agreement features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 139879 num_examples: 1000 download_size: 41547 dataset_size: 139879 - config_name: animate_subject_passive features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 144423 num_examples: 1000 download_size: 47282 dataset_size: 144423 - config_name: animate_subject_trans features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 127798 num_examples: 1000 download_size: 49651 dataset_size: 127798 - config_name: causative features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 122772 num_examples: 1000 download_size: 48963 dataset_size: 122772 - config_name: complex_NP_island features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 198972 num_examples: 1000 download_size: 78211 dataset_size: 198972 - config_name: coordinate_structure_constraint_complex_left_branch features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 210912 num_examples: 1000 download_size: 67908 dataset_size: 210912 - config_name: coordinate_structure_constraint_object_extraction features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 171655 num_examples: 1000 download_size: 51584 dataset_size: 171655 - config_name: determiner_noun_agreement_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 156120 num_examples: 1000 download_size: 49893 dataset_size: 156120 - config_name: determiner_noun_agreement_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 156204 num_examples: 1000 download_size: 49527 dataset_size: 156204 - config_name: determiner_noun_agreement_irregular_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 164473 num_examples: 1000 download_size: 47274 dataset_size: 164473 - config_name: determiner_noun_agreement_irregular_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 161074 num_examples: 1000 download_size: 47422 dataset_size: 161074 - config_name: determiner_noun_agreement_with_adj_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 179666 num_examples: 1000 download_size: 56346 dataset_size: 179666 - config_name: determiner_noun_agreement_with_adj_irregular_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 184529 num_examples: 1000 download_size: 54405 dataset_size: 184529 - config_name: determiner_noun_agreement_with_adj_irregular_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 184396 num_examples: 1000 download_size: 54064 dataset_size: 184396 - config_name: determiner_noun_agreement_with_adjective_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 185126 num_examples: 1000 download_size: 55682 dataset_size: 185126 - config_name: distractor_agreement_relational_noun features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 191473 num_examples: 1000 download_size: 59641 dataset_size: 191473 - config_name: distractor_agreement_relative_clause features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 216756 num_examples: 1000 download_size: 77897 dataset_size: 216756 - config_name: drop_argument features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 109806 num_examples: 1000 download_size: 39961 dataset_size: 109806 - config_name: ellipsis_n_bar_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 217590 num_examples: 1000 download_size: 92776 dataset_size: 217590 - config_name: ellipsis_n_bar_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 233161 num_examples: 1000 download_size: 98882 dataset_size: 233161 - config_name: existential_there_object_raising features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 223741 num_examples: 1000 download_size: 76641 dataset_size: 223741 - config_name: existential_there_quantifiers_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 162931 num_examples: 1000 download_size: 51576 dataset_size: 162931 - config_name: existential_there_quantifiers_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 164826 num_examples: 1000 download_size: 52092 dataset_size: 164826 - config_name: existential_there_subject_raising features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 200063 num_examples: 1000 download_size: 59519 dataset_size: 200063 - config_name: expletive_it_object_raising features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 238615 num_examples: 1000 download_size: 88607 dataset_size: 238615 - config_name: inchoative features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 104319 num_examples: 1000 download_size: 39842 dataset_size: 104319 - config_name: intransitive features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 111097 num_examples: 1000 download_size: 42387 dataset_size: 111097 - config_name: irregular_past_participle_adjectives features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 144661 num_examples: 1000 download_size: 36654 dataset_size: 144661 - config_name: irregular_past_participle_verbs features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 125692 num_examples: 1000 download_size: 37297 dataset_size: 125692 - config_name: irregular_plural_subject_verb_agreement_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 165584 num_examples: 1000 download_size: 50725 dataset_size: 165584 - config_name: irregular_plural_subject_verb_agreement_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 153843 num_examples: 1000 download_size: 42707 dataset_size: 153843 - config_name: left_branch_island_echo_question features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 147840 num_examples: 1000 download_size: 50481 dataset_size: 147840 - config_name: left_branch_island_simple_question features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 150060 num_examples: 1000 download_size: 50293 dataset_size: 150060 - config_name: matrix_question_npi_licensor_present features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 153262 num_examples: 1000 download_size: 51899 dataset_size: 153262 - config_name: npi_present_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 138465 num_examples: 1000 download_size: 51981 dataset_size: 138465 - config_name: npi_present_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 127636 num_examples: 1000 download_size: 51661 dataset_size: 127636 - config_name: only_npi_licensor_present features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 148516 num_examples: 1000 download_size: 51361 dataset_size: 148516 - config_name: only_npi_scope features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 208902 num_examples: 1000 download_size: 84970 dataset_size: 208902 - config_name: passive_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 145882 num_examples: 1000 download_size: 53931 dataset_size: 145882 - config_name: passive_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 113960 num_examples: 1000 download_size: 40499 dataset_size: 113960 - config_name: principle_A_c_command features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 188490 num_examples: 1000 download_size: 67867 dataset_size: 188490 - config_name: principle_A_case_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 170398 num_examples: 1000 download_size: 61092 dataset_size: 170398 - config_name: principle_A_case_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 170412 num_examples: 1000 download_size: 56430 dataset_size: 170412 - config_name: principle_A_domain_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 171170 num_examples: 1000 download_size: 59120 dataset_size: 171170 - config_name: principle_A_domain_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 165333 num_examples: 1000 download_size: 58464 dataset_size: 165333 - config_name: principle_A_domain_3 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 158998 num_examples: 1000 download_size: 52859 dataset_size: 158998 - config_name: principle_A_reconstruction features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 152104 num_examples: 1000 download_size: 44480 dataset_size: 152104 - config_name: regular_plural_subject_verb_agreement_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 158819 num_examples: 1000 download_size: 49466 dataset_size: 158819 - config_name: regular_plural_subject_verb_agreement_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 153609 num_examples: 1000 download_size: 43365 dataset_size: 153609 - config_name: sentential_negation_npi_licensor_present features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 171864 num_examples: 1000 download_size: 54830 dataset_size: 171864 - config_name: sentential_negation_npi_scope features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 232098 num_examples: 1000 download_size: 90157 dataset_size: 232098 - config_name: sentential_subject_island features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 172432 num_examples: 1000 download_size: 56666 dataset_size: 172432 - config_name: superlative_quantifiers_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 159290 num_examples: 1000 download_size: 48453 dataset_size: 159290 - config_name: superlative_quantifiers_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 159340 num_examples: 1000 download_size: 50480 dataset_size: 159340 - config_name: tough_vs_raising_1 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 148636 num_examples: 1000 download_size: 44779 dataset_size: 148636 - config_name: tough_vs_raising_2 features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 169684 num_examples: 1000 download_size: 61465 dataset_size: 169684 - config_name: transitive features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 133104 num_examples: 1000 download_size: 55090 dataset_size: 133104 - config_name: wh_island features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 142340 num_examples: 1000 download_size: 52808 dataset_size: 142340 - config_name: wh_questions_object_gap features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 193045 num_examples: 1000 download_size: 70049 dataset_size: 193045 - config_name: wh_questions_subject_gap features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 195593 num_examples: 1000 download_size: 71632 dataset_size: 195593 - config_name: wh_questions_subject_gap_long_distance features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 268270 num_examples: 1000 download_size: 98913 dataset_size: 268270 - config_name: wh_vs_that_no_gap features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 188872 num_examples: 1000 download_size: 71710 dataset_size: 188872 - config_name: wh_vs_that_no_gap_long_distance features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 247039 num_examples: 1000 download_size: 95504 dataset_size: 247039 - config_name: wh_vs_that_with_gap features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 173386 num_examples: 1000 download_size: 60291 dataset_size: 173386 - config_name: wh_vs_that_with_gap_long_distance features: - name: sentence_good dtype: string - name: sentence_bad dtype: string - name: field dtype: string - name: linguistics_term dtype: string - name: UID dtype: string - name: simple_LM_method dtype: bool - name: one_prefix_method dtype: bool - name: two_prefix_method dtype: bool - name: lexically_identical dtype: bool - name: pair_id dtype: int32 splits: - name: train num_bytes: 231595 num_examples: 1000 download_size: 84147 dataset_size: 231595 configs: - config_name: adjunct_island data_files: - split: train path: adjunct_island/train-* - config_name: anaphor_gender_agreement data_files: - split: train path: anaphor_gender_agreement/train-* - config_name: anaphor_number_agreement data_files: - split: train path: anaphor_number_agreement/train-* - config_name: animate_subject_passive data_files: - split: train path: animate_subject_passive/train-* - config_name: animate_subject_trans data_files: - split: train path: animate_subject_trans/train-* - config_name: causative data_files: - split: train path: causative/train-* - config_name: complex_NP_island data_files: - split: train path: complex_NP_island/train-* - config_name: coordinate_structure_constraint_complex_left_branch data_files: - split: train path: coordinate_structure_constraint_complex_left_branch/train-* - config_name: coordinate_structure_constraint_object_extraction data_files: - split: train path: coordinate_structure_constraint_object_extraction/train-* - config_name: determiner_noun_agreement_1 data_files: - split: train path: determiner_noun_agreement_1/train-* - config_name: determiner_noun_agreement_2 data_files: - split: train path: determiner_noun_agreement_2/train-* - config_name: determiner_noun_agreement_irregular_1 data_files: - split: train path: determiner_noun_agreement_irregular_1/train-* - config_name: determiner_noun_agreement_irregular_2 data_files: - split: train path: determiner_noun_agreement_irregular_2/train-* - config_name: determiner_noun_agreement_with_adj_2 data_files: - split: train path: determiner_noun_agreement_with_adj_2/train-* - config_name: determiner_noun_agreement_with_adj_irregular_1 data_files: - split: train path: determiner_noun_agreement_with_adj_irregular_1/train-* - config_name: determiner_noun_agreement_with_adj_irregular_2 data_files: - split: train path: determiner_noun_agreement_with_adj_irregular_2/train-* - config_name: determiner_noun_agreement_with_adjective_1 data_files: - split: train path: determiner_noun_agreement_with_adjective_1/train-* - config_name: distractor_agreement_relational_noun data_files: - split: train path: distractor_agreement_relational_noun/train-* - config_name: distractor_agreement_relative_clause data_files: - split: train path: distractor_agreement_relative_clause/train-* - config_name: drop_argument data_files: - split: train path: drop_argument/train-* - config_name: ellipsis_n_bar_1 data_files: - split: train path: ellipsis_n_bar_1/train-* - config_name: ellipsis_n_bar_2 data_files: - split: train path: ellipsis_n_bar_2/train-* - config_name: existential_there_object_raising data_files: - split: train path: existential_there_object_raising/train-* - config_name: existential_there_quantifiers_1 data_files: - split: train path: existential_there_quantifiers_1/train-* - config_name: existential_there_quantifiers_2 data_files: - split: train path: existential_there_quantifiers_2/train-* - config_name: existential_there_subject_raising data_files: - split: train path: existential_there_subject_raising/train-* - config_name: expletive_it_object_raising data_files: - split: train path: expletive_it_object_raising/train-* - config_name: inchoative data_files: - split: train path: inchoative/train-* - config_name: intransitive data_files: - split: train path: intransitive/train-* - config_name: irregular_past_participle_adjectives data_files: - split: train path: irregular_past_participle_adjectives/train-* - config_name: irregular_past_participle_verbs data_files: - split: train path: irregular_past_participle_verbs/train-* - config_name: irregular_plural_subject_verb_agreement_1 data_files: - split: train path: irregular_plural_subject_verb_agreement_1/train-* - config_name: irregular_plural_subject_verb_agreement_2 data_files: - split: train path: irregular_plural_subject_verb_agreement_2/train-* - config_name: left_branch_island_echo_question data_files: - split: train path: left_branch_island_echo_question/train-* - config_name: left_branch_island_simple_question data_files: - split: train path: left_branch_island_simple_question/train-* - config_name: matrix_question_npi_licensor_present data_files: - split: train path: matrix_question_npi_licensor_present/train-* - config_name: npi_present_1 data_files: - split: train path: npi_present_1/train-* - config_name: npi_present_2 data_files: - split: train path: npi_present_2/train-* - config_name: only_npi_licensor_present data_files: - split: train path: only_npi_licensor_present/train-* - config_name: only_npi_scope data_files: - split: train path: only_npi_scope/train-* - config_name: passive_1 data_files: - split: train path: passive_1/train-* - config_name: passive_2 data_files: - split: train path: passive_2/train-* - config_name: principle_A_c_command data_files: - split: train path: principle_A_c_command/train-* - config_name: principle_A_case_1 data_files: - split: train path: principle_A_case_1/train-* - config_name: principle_A_case_2 data_files: - split: train path: principle_A_case_2/train-* - config_name: principle_A_domain_1 data_files: - split: train path: principle_A_domain_1/train-* - config_name: principle_A_domain_2 data_files: - split: train path: principle_A_domain_2/train-* - config_name: principle_A_domain_3 data_files: - split: train path: principle_A_domain_3/train-* - config_name: principle_A_reconstruction data_files: - split: train path: principle_A_reconstruction/train-* - config_name: regular_plural_subject_verb_agreement_1 data_files: - split: train path: regular_plural_subject_verb_agreement_1/train-* - config_name: regular_plural_subject_verb_agreement_2 data_files: - split: train path: regular_plural_subject_verb_agreement_2/train-* - config_name: sentential_negation_npi_licensor_present data_files: - split: train path: sentential_negation_npi_licensor_present/train-* - config_name: sentential_negation_npi_scope data_files: - split: train path: sentential_negation_npi_scope/train-* - config_name: sentential_subject_island data_files: - split: train path: sentential_subject_island/train-* - config_name: superlative_quantifiers_1 data_files: - split: train path: superlative_quantifiers_1/train-* - config_name: superlative_quantifiers_2 data_files: - split: train path: superlative_quantifiers_2/train-* - config_name: tough_vs_raising_1 data_files: - split: train path: tough_vs_raising_1/train-* - config_name: tough_vs_raising_2 data_files: - split: train path: tough_vs_raising_2/train-* - config_name: transitive data_files: - split: train path: transitive/train-* - config_name: wh_island data_files: - split: train path: wh_island/train-* - config_name: wh_questions_object_gap data_files: - split: train path: wh_questions_object_gap/train-* - config_name: wh_questions_subject_gap data_files: - split: train path: wh_questions_subject_gap/train-* - config_name: wh_questions_subject_gap_long_distance data_files: - split: train path: wh_questions_subject_gap_long_distance/train-* - config_name: wh_vs_that_no_gap data_files: - split: train path: wh_vs_that_no_gap/train-* - config_name: wh_vs_that_no_gap_long_distance data_files: - split: train path: wh_vs_that_no_gap_long_distance/train-* - config_name: wh_vs_that_with_gap data_files: - split: train path: wh_vs_that_with_gap/train-* - config_name: wh_vs_that_with_gap_long_distance data_files: - split: train path: wh_vs_that_with_gap_long_distance/train-* --- # Dataset Card for "blimp" ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** - **Repository:** https://github.com/alexwarstadt/blimp - **Paper:** [BLiMP: The Benchmark of Linguistic Minimal Pairs for English](https://doi.org/10.1162/tacl_a_00321) - **Paper:** https://arxiv.org/abs/1912.00582 - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Size of downloaded dataset files:** 29.58 MB - **Size of the generated dataset:** 11.45 MB - **Total amount of disk used:** 41.03 MB ### Dataset Summary BLiMP is a challenge set for evaluating what language models (LMs) know about major grammatical phenomena in English. BLiMP consists of 67 sub-datasets, each containing 1000 minimal pairs isolating specific contrasts in syntax, morphology, or semantics. The data is automatically generated according to expert-crafted grammars. ### Supported Tasks and Leaderboards [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Languages [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Dataset Structure ### Data Instances #### adjunct_island - **Size of downloaded dataset files:** 0.36 MB - **Size of the generated dataset:** 0.17 MB - **Total amount of disk used:** 0.52 MB An example of 'train' looks as follows. ``` { "UID": "tough_vs_raising_1", "field": "syntax_semantics", "lexically_identical": false, "linguistics_term": "control_raising", "one_prefix_method": false, "pair_id": 2, "sentence_bad": "Benjamin's tutor was certain to boast about.", "sentence_good": "Benjamin's tutor was easy to boast about.", "simple_LM_method": true, "two_prefix_method": false } ``` #### anaphor_gender_agreement - **Size of downloaded dataset files:** 0.44 MB - **Size of the generated dataset:** 0.14 MB - **Total amount of disk used:** 0.57 MB An example of 'train' looks as follows. ``` { "UID": "tough_vs_raising_1", "field": "syntax_semantics", "lexically_identical": false, "linguistics_term": "control_raising", "one_prefix_method": false, "pair_id": 2, "sentence_bad": "Benjamin's tutor was certain to boast about.", "sentence_good": "Benjamin's tutor was easy to boast about.", "simple_LM_method": true, "two_prefix_method": false } ``` #### anaphor_number_agreement - **Size of downloaded dataset files:** 0.45 MB - **Size of the generated dataset:** 0.14 MB - **Total amount of disk used:** 0.59 MB An example of 'train' looks as follows. ``` { "UID": "tough_vs_raising_1", "field": "syntax_semantics", "lexically_identical": false, "linguistics_term": "control_raising", "one_prefix_method": false, "pair_id": 2, "sentence_bad": "Benjamin's tutor was certain to boast about.", "sentence_good": "Benjamin's tutor was easy to boast about.", "simple_LM_method": true, "two_prefix_method": false } ``` #### animate_subject_passive - **Size of downloaded dataset files:** 0.46 MB - **Size of the generated dataset:** 0.15 MB - **Total amount of disk used:** 0.61 MB An example of 'train' looks as follows. ``` { "UID": "tough_vs_raising_1", "field": "syntax_semantics", "lexically_identical": false, "linguistics_term": "control_raising", "one_prefix_method": false, "pair_id": 2, "sentence_bad": "Benjamin's tutor was certain to boast about.", "sentence_good": "Benjamin's tutor was easy to boast about.", "simple_LM_method": true, "two_prefix_method": false } ``` #### animate_subject_trans - **Size of downloaded dataset files:** 0.43 MB - **Size of the generated dataset:** 0.13 MB - **Total amount of disk used:** 0.57 MB An example of 'train' looks as follows. ``` { "UID": "tough_vs_raising_1", "field": "syntax_semantics", "lexically_identical": false, "linguistics_term": "control_raising", "one_prefix_method": false, "pair_id": 2, "sentence_bad": "Benjamin's tutor was certain to boast about.", "sentence_good": "Benjamin's tutor was easy to boast about.", "simple_LM_method": true, "two_prefix_method": false } ``` ### Data Fields The data fields are the same among all splits. #### adjunct_island - `sentence_good`: a `string` feature. - `sentence_bad`: a `string` feature. - `field`: a `string` feature. - `linguistics_term`: a `string` feature. - `UID`: a `string` feature. - `simple_LM_method`: a `bool` feature. - `one_prefix_method`: a `bool` feature. - `two_prefix_method`: a `bool` feature. - `lexically_identical`: a `bool` feature. - `pair_id`: a `int32` feature. #### anaphor_gender_agreement - `sentence_good`: a `string` feature. - `sentence_bad`: a `string` feature. - `field`: a `string` feature. - `linguistics_term`: a `string` feature. - `UID`: a `string` feature. - `simple_LM_method`: a `bool` feature. - `one_prefix_method`: a `bool` feature. - `two_prefix_method`: a `bool` feature. - `lexically_identical`: a `bool` feature. - `pair_id`: a `int32` feature. #### anaphor_number_agreement - `sentence_good`: a `string` feature. - `sentence_bad`: a `string` feature. - `field`: a `string` feature. - `linguistics_term`: a `string` feature. - `UID`: a `string` feature. - `simple_LM_method`: a `bool` feature. - `one_prefix_method`: a `bool` feature. - `two_prefix_method`: a `bool` feature. - `lexically_identical`: a `bool` feature. - `pair_id`: a `int32` feature. #### animate_subject_passive - `sentence_good`: a `string` feature. - `sentence_bad`: a `string` feature. - `field`: a `string` feature. - `linguistics_term`: a `string` feature. - `UID`: a `string` feature. - `simple_LM_method`: a `bool` feature. - `one_prefix_method`: a `bool` feature. - `two_prefix_method`: a `bool` feature. - `lexically_identical`: a `bool` feature. - `pair_id`: a `int32` feature. #### animate_subject_trans - `sentence_good`: a `string` feature. - `sentence_bad`: a `string` feature. - `field`: a `string` feature. - `linguistics_term`: a `string` feature. - `UID`: a `string` feature. - `simple_LM_method`: a `bool` feature. - `one_prefix_method`: a `bool` feature. - `two_prefix_method`: a `bool` feature. - `lexically_identical`: a `bool` feature. - `pair_id`: a `int32` feature. ### Data Splits | name |train| |------------------------|----:| |adjunct_island | 1000| |anaphor_gender_agreement| 1000| |anaphor_number_agreement| 1000| |animate_subject_passive | 1000| |animate_subject_trans | 1000| ## Dataset Creation ### Curation Rationale [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Source Data #### Initial Data Collection and Normalization [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the source language producers? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Annotations #### Annotation process [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the annotators? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Personal and Sensitive Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Discussion of Biases [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Other Known Limitations [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Additional Information ### Dataset Curators [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Licensing Information BLiMP is distributed under a [CC-BY](https://creativecommons.org/licenses/by/4.0/) license. Source: https://github.com/alexwarstadt/blimp#license ### Citation Information ``` @article{warstadt2020blimp, author = {Warstadt, Alex and Parrish, Alicia and Liu, Haokun and Mohananey, Anhad and Peng, Wei and Wang, Sheng-Fu and Bowman, Samuel R.}, title = {BLiMP: The Benchmark of Linguistic Minimal Pairs for English}, journal = {Transactions of the Association for Computational Linguistics}, volume = {8}, number = {}, pages = {377-392}, year = {2020}, doi = {10.1162/tacl\_a\_00321}, URL = {https://doi.org/10.1162/tacl_a_00321}, eprint = {https://doi.org/10.1162/tacl_a_00321}, abstract = { We introduce The Benchmark of Linguistic Minimal Pairs (BLiMP),1 a challenge set for evaluating the linguistic knowledge of language models (LMs) on major grammatical phenomena in English. BLiMP consists of 67 individual datasets, each containing 1,000 minimal pairs—that is, pairs of minimally different sentences that contrast in grammatical acceptability and isolate specific phenomenon in syntax, morphology, or semantics. We generate the data according to linguist-crafted grammar templates, and human aggregate agreement with the labels is 96.4\%. We evaluate n-gram, LSTM, and Transformer (GPT-2 and Transformer-XL) LMs by observing whether they assign a higher probability to the acceptable sentence in each minimal pair. We find that state-of-the-art models identify morphological contrasts related to agreement reliably, but they struggle with some subtle semantic and syntactic phenomena, such as negative polarity items and extraction islands. } } ``` #### Errata Some results were misreported in the published TACL version. Please refer to the corrected version on arXiv: https://arxiv.org/abs/1912.00582 ### Contributions Thanks to [@lhoestq](https://github.com/lhoestq), [@patrickvonplaten](https://github.com/patrickvonplaten), [@thomwolf](https://github.com/thomwolf) for adding this dataset.
Cohere/wikipedia-2023-11-embed-multilingual-v3
Cohere
"2024-03-19T10:09:12Z"
18,506
232
[ "size_categories:100M<n<1B", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-01-11T16:28:41Z"
--- configs: - config_name: "ab" data_files: - split: train path: ab/* - config_name: "ace" data_files: - split: train path: ace/* - config_name: "ady" data_files: - split: train path: ady/* - config_name: "af" data_files: - split: train path: af/* - config_name: "als" data_files: - split: train path: als/* - config_name: "alt" data_files: - split: train path: alt/* - config_name: "am" data_files: - split: train path: am/* - config_name: "ami" data_files: - split: train path: ami/* - config_name: "an" data_files: - split: train path: an/* - config_name: "ang" data_files: - split: train path: ang/* - config_name: "anp" data_files: - split: train path: anp/* - config_name: "ar" data_files: - split: train path: ar/* - config_name: "arc" data_files: - split: train path: arc/* - config_name: "ary" data_files: - split: train path: ary/* - config_name: "arz" data_files: - split: train path: arz/* - config_name: "as" data_files: - split: train path: as/* - config_name: "ast" data_files: - split: train path: ast/* - config_name: "atj" data_files: - split: train path: atj/* - config_name: "av" data_files: - split: train path: av/* - config_name: "avk" data_files: - split: train path: avk/* - config_name: "awa" data_files: - split: train path: awa/* - config_name: "ay" data_files: - split: train path: ay/* - config_name: "az" data_files: - split: train path: az/* - config_name: "azb" data_files: - split: train path: azb/* - config_name: "ba" data_files: - split: train path: ba/* - config_name: "ban" data_files: - split: train path: ban/* - config_name: "bar" data_files: - split: train path: bar/* - config_name: "bat-smg" data_files: - split: train path: bat-smg/* - config_name: "bcl" data_files: - split: train path: bcl/* - config_name: "be" data_files: - split: train path: be/* - config_name: "be-x-old" data_files: - split: train path: be-x-old/* - config_name: "bg" data_files: - split: train path: bg/* - config_name: "bh" data_files: - split: train path: bh/* - config_name: "bi" data_files: - split: train path: bi/* - config_name: "bjn" data_files: - split: train path: bjn/* - config_name: "blk" data_files: - split: train path: blk/* - config_name: "bm" data_files: - split: train path: bm/* - config_name: "bn" data_files: - split: train path: bn/* - config_name: "bo" data_files: - split: train path: bo/* - config_name: "bpy" data_files: - split: train path: bpy/* - config_name: "br" data_files: - split: train path: br/* - config_name: "bs" data_files: - split: train path: bs/* - config_name: "bug" data_files: - split: train path: bug/* - config_name: "bxr" data_files: - split: train path: bxr/* - config_name: "ca" data_files: - split: train path: ca/* - config_name: "cbk-zam" data_files: - split: train path: cbk-zam/* - config_name: "cdo" data_files: - split: train path: cdo/* - config_name: "ce" data_files: - split: train path: ce/* - config_name: "ceb" data_files: - split: train path: ceb/* - config_name: "ch" data_files: - split: train path: ch/* - config_name: "chr" data_files: - split: train path: chr/* - config_name: "chy" data_files: - split: train path: chy/* - config_name: "ckb" data_files: - split: train path: ckb/* - config_name: "co" data_files: - split: train path: co/* - config_name: "cr" data_files: - split: train path: cr/* - config_name: "crh" data_files: - split: train path: crh/* - config_name: "cs" data_files: - split: train path: cs/* - config_name: "csb" data_files: - split: train path: csb/* - config_name: "cu" data_files: - split: train path: cu/* - config_name: "cv" data_files: - split: train path: cv/* - config_name: "cy" data_files: - split: train path: cy/* - config_name: "da" data_files: - split: train path: da/* - config_name: "dag" data_files: - split: train path: dag/* - config_name: "de" data_files: - split: train path: de/* - config_name: "din" data_files: - split: train path: din/* - config_name: "diq" data_files: - split: train path: diq/* - config_name: "dsb" data_files: - split: train path: dsb/* - config_name: "dty" data_files: - split: train path: dty/* - config_name: "dv" data_files: - split: train path: dv/* - config_name: "dz" data_files: - split: train path: dz/* - config_name: "ee" data_files: - split: train path: ee/* - config_name: "el" data_files: - split: train path: el/* - config_name: "eml" data_files: - split: train path: eml/* - config_name: "en" data_files: - split: train path: en/* - config_name: "eo" data_files: - split: train path: eo/* - config_name: "es" data_files: - split: train path: es/* - config_name: "et" data_files: - split: train path: et/* - config_name: "eu" data_files: - split: train path: eu/* - config_name: "ext" data_files: - split: train path: ext/* - config_name: "fa" data_files: - split: train path: fa/* - config_name: "fat" data_files: - split: train path: fat/* - config_name: "ff" data_files: - split: train path: ff/* - config_name: "fi" data_files: - split: train path: fi/* - config_name: "fiu-vro" data_files: - split: train path: fiu-vro/* - config_name: "fj" data_files: - split: train path: fj/* - config_name: "fo" data_files: - split: train path: fo/* - config_name: "fon" data_files: - split: train path: fon/* - config_name: "fr" data_files: - split: train path: fr/* - config_name: "frp" data_files: - split: train path: frp/* - config_name: "frr" data_files: - split: train path: frr/* - config_name: "fur" data_files: - split: train path: fur/* - config_name: "fy" data_files: - split: train path: fy/* - config_name: "ga" data_files: - split: train path: ga/* - config_name: "gag" data_files: - split: train path: gag/* - config_name: "gan" data_files: - split: train path: gan/* - config_name: "gcr" data_files: - split: train path: gcr/* - config_name: "gd" data_files: - split: train path: gd/* - config_name: "gl" data_files: - split: train path: gl/* - config_name: "glk" data_files: - split: train path: glk/* - config_name: "gn" data_files: - split: train path: gn/* - config_name: "gom" data_files: - split: train path: gom/* - config_name: "gor" data_files: - split: train path: gor/* - config_name: "got" data_files: - split: train path: got/* - config_name: "gpe" data_files: - split: train path: gpe/* - config_name: "gu" data_files: - split: train path: gu/* - config_name: "guc" data_files: - split: train path: guc/* - config_name: "gur" data_files: - split: train path: gur/* - config_name: "guw" data_files: - split: train path: guw/* - config_name: "gv" data_files: - split: train path: gv/* - config_name: "ha" data_files: - split: train path: ha/* - config_name: "hak" data_files: - split: train path: hak/* - config_name: "haw" data_files: - split: train path: haw/* - config_name: "he" data_files: - split: train path: he/* - config_name: "hi" data_files: - split: train path: hi/* - config_name: "hif" data_files: - split: train path: hif/* - config_name: "hr" data_files: - split: train path: hr/* - config_name: "hsb" data_files: - split: train path: hsb/* - config_name: "ht" data_files: - split: train path: ht/* - config_name: "hu" data_files: - split: train path: hu/* - config_name: "hy" data_files: - split: train path: hy/* - config_name: "hyw" data_files: - split: train path: hyw/* - config_name: "ia" data_files: - split: train path: ia/* - config_name: "id" data_files: - split: train path: id/* - config_name: "ie" data_files: - split: train path: ie/* - config_name: "ig" data_files: - split: train path: ig/* - config_name: "ik" data_files: - split: train path: ik/* - config_name: "ilo" data_files: - split: train path: ilo/* - config_name: "inh" data_files: - split: train path: inh/* - config_name: "io" data_files: - split: train path: io/* - config_name: "is" data_files: - split: train path: is/* - config_name: "it" data_files: - split: train path: it/* - config_name: "iu" data_files: - split: train path: iu/* - config_name: "ja" data_files: - split: train path: ja/* - config_name: "jam" data_files: - split: train path: jam/* - config_name: "jbo" data_files: - split: train path: jbo/* - config_name: "jv" data_files: - split: train path: jv/* - config_name: "ka" data_files: - split: train path: ka/* - config_name: "kaa" data_files: - split: train path: kaa/* - config_name: "kab" data_files: - split: train path: kab/* - config_name: "kbd" data_files: - split: train path: kbd/* - config_name: "kbp" data_files: - split: train path: kbp/* - config_name: "kcg" data_files: - split: train path: kcg/* - config_name: "kg" data_files: - split: train path: kg/* - config_name: "ki" data_files: - split: train path: ki/* - config_name: "kk" data_files: - split: train path: kk/* - config_name: "kl" data_files: - split: train path: kl/* - config_name: "km" data_files: - split: train path: km/* - config_name: "kn" data_files: - split: train path: kn/* - config_name: "ko" data_files: - split: train path: ko/* - config_name: "koi" data_files: - split: train path: koi/* - config_name: "krc" data_files: - split: train path: krc/* - config_name: "ks" data_files: - split: train path: ks/* - config_name: "ksh" data_files: - split: train path: ksh/* - config_name: "ku" data_files: - split: train path: ku/* - config_name: "kv" data_files: - split: train path: kv/* - config_name: "kw" data_files: - split: train path: kw/* - config_name: "ky" data_files: - split: train path: ky/* - config_name: "la" data_files: - split: train path: la/* - config_name: "lad" data_files: - split: train path: lad/* - config_name: "lb" data_files: - split: train path: lb/* - config_name: "lbe" data_files: - split: train path: lbe/* - config_name: "lez" data_files: - split: train path: lez/* - config_name: "lfn" data_files: - split: train path: lfn/* - config_name: "lg" data_files: - split: train path: lg/* - config_name: "li" data_files: - split: train path: li/* - config_name: "lij" data_files: - split: train path: lij/* - config_name: "lld" data_files: - split: train path: lld/* - config_name: "lmo" data_files: - split: train path: lmo/* - config_name: "ln" data_files: - split: train path: ln/* - config_name: "lo" data_files: - split: train path: lo/* - config_name: "lt" data_files: - split: train path: lt/* - config_name: "ltg" data_files: - split: train path: ltg/* - config_name: "lv" data_files: - split: train path: lv/* - config_name: "mad" data_files: - split: train path: mad/* - config_name: "mai" data_files: - split: train path: mai/* - config_name: "map-bms" data_files: - split: train path: map-bms/* - config_name: "mdf" data_files: - split: train path: mdf/* - config_name: "mg" data_files: - split: train path: mg/* - config_name: "mhr" data_files: - split: train path: mhr/* - config_name: "mi" data_files: - split: train path: mi/* - config_name: "min" data_files: - split: train path: min/* - config_name: "mk" data_files: - split: train path: mk/* - config_name: "ml" data_files: - split: train path: ml/* - config_name: "mn" data_files: - split: train path: mn/* - config_name: "mni" data_files: - split: train path: mni/* - config_name: "mnw" data_files: - split: train path: mnw/* - config_name: "mr" data_files: - split: train path: mr/* - config_name: "mrj" data_files: - split: train path: mrj/* - config_name: "ms" data_files: - split: train path: ms/* - config_name: "mt" data_files: - split: train path: mt/* - config_name: "mwl" data_files: - split: train path: mwl/* - config_name: "my" data_files: - split: train path: my/* - config_name: "myv" data_files: - split: train path: myv/* - config_name: "mzn" data_files: - split: train path: mzn/* - config_name: "nah" data_files: - split: train path: nah/* - config_name: "nap" data_files: - split: train path: nap/* - config_name: "nds" data_files: - split: train path: nds/* - config_name: "nds-nl" data_files: - split: train path: nds-nl/* - config_name: "ne" data_files: - split: train path: ne/* - config_name: "new" data_files: - split: train path: new/* - config_name: "nia" data_files: - split: train path: nia/* - config_name: "nl" data_files: - split: train path: nl/* - config_name: "nn" data_files: - split: train path: nn/* - config_name: "no" data_files: - split: train path: no/* - config_name: "nov" data_files: - split: train path: nov/* - config_name: "nqo" data_files: - split: train path: nqo/* - config_name: "nrm" data_files: - split: train path: nrm/* - config_name: "nso" data_files: - split: train path: nso/* - config_name: "nv" data_files: - split: train path: nv/* - config_name: "ny" data_files: - split: train path: ny/* - config_name: "oc" data_files: - split: train path: oc/* - config_name: "olo" data_files: - split: train path: olo/* - config_name: "om" data_files: - split: train path: om/* - config_name: "or" data_files: - split: train path: or/* - config_name: "os" data_files: - split: train path: os/* - config_name: "pa" data_files: - split: train path: pa/* - config_name: "pag" data_files: - split: train path: pag/* - config_name: "pam" data_files: - split: train path: pam/* - config_name: "pap" data_files: - split: train path: pap/* - config_name: "pcd" data_files: - split: train path: pcd/* - config_name: "pcm" data_files: - split: train path: pcm/* - config_name: "pdc" data_files: - split: train path: pdc/* - config_name: "pfl" data_files: - split: train path: pfl/* - config_name: "pi" data_files: - split: train path: pi/* - config_name: "pih" data_files: - split: train path: pih/* - config_name: "pl" data_files: - split: train path: pl/* - config_name: "pms" data_files: - split: train path: pms/* - config_name: "pnb" data_files: - split: train path: pnb/* - config_name: "pnt" data_files: - split: train path: pnt/* - config_name: "ps" data_files: - split: train path: ps/* - config_name: "pt" data_files: - split: train path: pt/* - config_name: "pwn" data_files: - split: train path: pwn/* - config_name: "qu" data_files: - split: train path: qu/* - config_name: "rm" data_files: - split: train path: rm/* - config_name: "rmy" data_files: - split: train path: rmy/* - config_name: "rn" data_files: - split: train path: rn/* - config_name: "ro" data_files: - split: train path: ro/* - config_name: "roa-rup" data_files: - split: train path: roa-rup/* - config_name: "roa-tara" data_files: - split: train path: roa-tara/* - config_name: "ru" data_files: - split: train path: ru/* - config_name: "rue" data_files: - split: train path: rue/* - config_name: "rw" data_files: - split: train path: rw/* - config_name: "sa" data_files: - split: train path: sa/* - config_name: "sah" data_files: - split: train path: sah/* - config_name: "sat" data_files: - split: train path: sat/* - config_name: "sc" data_files: - split: train path: sc/* - config_name: "scn" data_files: - split: train path: scn/* - config_name: "sco" data_files: - split: train path: sco/* - config_name: "sd" data_files: - split: train path: sd/* - config_name: "se" data_files: - split: train path: se/* - config_name: "sg" data_files: - split: train path: sg/* - config_name: "sh" data_files: - split: train path: sh/* - config_name: "shi" data_files: - split: train path: shi/* - config_name: "shn" data_files: - split: train path: shn/* - config_name: "si" data_files: - split: train path: si/* - config_name: "simple" data_files: - split: train path: simple/* - config_name: "sk" data_files: - split: train path: sk/* - config_name: "skr" data_files: - split: train path: skr/* - config_name: "sl" data_files: - split: train path: sl/* - config_name: "sm" data_files: - split: train path: sm/* - config_name: "smn" data_files: - split: train path: smn/* - config_name: "sn" data_files: - split: train path: sn/* - config_name: "so" data_files: - split: train path: so/* - config_name: "sq" data_files: - split: train path: sq/* - config_name: "sr" data_files: - split: train path: sr/* - config_name: "srn" data_files: - split: train path: srn/* - config_name: "ss" data_files: - split: train path: ss/* - config_name: "st" data_files: - split: train path: st/* - config_name: "stq" data_files: - split: train path: stq/* - config_name: "su" data_files: - split: train path: su/* - config_name: "sv" data_files: - split: train path: sv/* - config_name: "sw" data_files: - split: train path: sw/* - config_name: "szl" data_files: - split: train path: szl/* - config_name: "szy" data_files: - split: train path: szy/* - config_name: "ta" data_files: - split: train path: ta/* - config_name: "tay" data_files: - split: train path: tay/* - config_name: "tcy" data_files: - split: train path: tcy/* - config_name: "te" data_files: - split: train path: te/* - config_name: "tet" data_files: - split: train path: tet/* - config_name: "tg" data_files: - split: train path: tg/* - config_name: "th" data_files: - split: train path: th/* - config_name: "ti" data_files: - split: train path: ti/* - config_name: "tk" data_files: - split: train path: tk/* - config_name: "tl" data_files: - split: train path: tl/* - config_name: "tly" data_files: - split: train path: tly/* - config_name: "tn" data_files: - split: train path: tn/* - config_name: "to" data_files: - split: train path: to/* - config_name: "tpi" data_files: - split: train path: tpi/* - config_name: "tr" data_files: - split: train path: tr/* - config_name: "trv" data_files: - split: train path: trv/* - config_name: "ts" data_files: - split: train path: ts/* - config_name: "tt" data_files: - split: train path: tt/* - config_name: "tum" data_files: - split: train path: tum/* - config_name: "tw" data_files: - split: train path: tw/* - config_name: "ty" data_files: - split: train path: ty/* - config_name: "tyv" data_files: - split: train path: tyv/* - config_name: "udm" data_files: - split: train path: udm/* - config_name: "ug" data_files: - split: train path: ug/* - config_name: "uk" data_files: - split: train path: uk/* - config_name: "ur" data_files: - split: train path: ur/* - config_name: "uz" data_files: - split: train path: uz/* - config_name: "ve" data_files: - split: train path: ve/* - config_name: "vec" data_files: - split: train path: vec/* - config_name: "vep" data_files: - split: train path: vep/* - config_name: "vi" data_files: - split: train path: vi/* - config_name: "vls" data_files: - split: train path: vls/* - config_name: "vo" data_files: - split: train path: vo/* - config_name: "wa" data_files: - split: train path: wa/* - config_name: "war" data_files: - split: train path: war/* - config_name: "wo" data_files: - split: train path: wo/* - config_name: "wuu" data_files: - split: train path: wuu/* - config_name: "xal" data_files: - split: train path: xal/* - config_name: "xh" data_files: - split: train path: xh/* - config_name: "xmf" data_files: - split: train path: xmf/* - config_name: "yi" data_files: - split: train path: yi/* - config_name: "yo" data_files: - split: train path: yo/* - config_name: "za" data_files: - split: train path: za/* - config_name: "zea" data_files: - split: train path: zea/* - config_name: "zh" data_files: - split: train path: zh/* - config_name: "zh-classical" data_files: - split: train path: zh-classical/* - config_name: "zh-min-nan" data_files: - split: train path: zh-min-nan/* - config_name: "zh-yue" data_files: - split: train path: zh-yue/* - config_name: "zu" data_files: - split: train path: zu/* --- # Multilingual Embeddings for Wikipedia in 300+ Languages This dataset contains the [wikimedia/wikipedia](https://huggingface.co/datasets/wikimedia/wikipedia) dataset dump from 2023-11-01 from Wikipedia in all 300+ languages. The individual articles have been chunked and embedded with the state-of-the-art multilingual [Cohere Embed V3 embedding model](https://txt.cohere.com/introducing-embed-v3/). This enables an easy way to semantically search across all of Wikipedia or to use it as a knowledge source for your RAG application. In total is it close to 250M paragraphs / embeddings. You can also use the model to perform cross-lingual search: Enter your search query in any language and get the most relevant results back. ## Loading the dataset ### Loading the document embeddings You can either load the dataset like this: ```python from datasets import load_dataset lang = "simple" #Use the Simple English Wikipedia subset docs = load_dataset("Cohere/wikipedia-2023-11-embed-multilingual-v3", lang, split="train") ``` Or you can also stream it without downloading it before: ```python from datasets import load_dataset lang = "simple" #Use the Simple English Wikipedia subset docs = load_dataset("Cohere/wikipedia-2023-11-embed-multilingual-v3", lang, split="train", streaming=True) for doc in docs: doc_id = doc['_id'] title = doc['title'] text = doc['text'] emb = doc['emb'] ``` Note, depending on the language, the download can be quite large. ## Search A full search example (on the first 1,000 paragraphs): ```python #Run: pip install cohere datasets numpy from datasets import load_dataset import numpy as np import cohere co = cohere.Client("YOUR_COHERE_API_KEY") # Add your cohere API key from www.cohere.com lang = "simple" top_k = 3 #Load at max 1000 chunks + embeddings max_docs = 1000 docs_stream = load_dataset(f"Cohere/wikipedia-2023-11-embed-multilingual-v3", lang, split="train", streaming=True) docs = [] doc_embeddings = [] for doc in docs_stream: docs.append(doc) doc_embeddings.append(doc['emb']) if len(docs) >= max_docs: break doc_embeddings = np.asarray(doc_embeddings) query = 'Who was Alan Turing' response = co.embed(texts=[query], model='embed-multilingual-v3.0', input_type="search_query") query_embedding = response.embeddings query_embedding = np.asarray(query_embedding) # Compute dot score between query embedding and document embeddings dot_scores = np.matmul(query_embedding, doc_embeddings.transpose())[0] top_k_hits = np.argpartition(dot_scores, -top_k)[-top_k:].tolist() # Sort top_k_hits by dot score top_k_hits.sort(key=lambda x: dot_scores[x], reverse=True) # Print results print("Query:", query) for doc_id in top_k_hits: print(docs[doc_id]['title']) print(docs[doc_id]['text']) print(docs[doc_id]['url'], "\n") ``` ## Overview The following table contains all language codes together with the total numbers of passages. | Language | #Docs | |---|:---:| | en | 41,488,110 | | de | 20,772,081 | | fr | 17,813,768 | | ru | 13,734,543 | | es | 12,905,284 | | it | 10,462,162 | | ceb | 9,818,657 | | uk | 6,901,192 | | ja | 6,626,537 | | nl | 6,101,353 | | pl | 5,973,650 | | pt | 5,637,930 | | sv | 4,911,480 | | ca | 4,156,889 | | ar | 3,691,451 | | cs | 3,118,524 | | he | 2,948,882 | | hu | 2,924,609 | | vi | 2,835,049 | | zh | 2,775,260 | | fi | 2,427,097 | | id | 2,358,335 | | no | 2,211,270 | | sr | 2,154,631 | | fa | 2,073,154 | | tr | 1,775,036 | | ro | 1,770,527 | | el | 1,599,770 | | ko | 1,513,291 | | bg | 1,455,765 | | hy | 1,386,140 | | eu | 1,327,579 | | da | 1,224,982 | | eo | 1,216,706 | | war | 1,185,097 | | sh | 1,139,309 | | tt | 1,119,546 | | arz | 1,089,164 | | gl | 1,056,990 | | et | 1,054,770 | | ce | 1,013,217 | | ast | 1,010,445 | | sl | 984,855 | | hr | 910,923 | | sk | 874,014 | | ms | 869,579 | | be | 857,033 | | th | 839,712 | | az | 817,631 | | uz | 811,028 | | mk | 784,576 | | lt | 770,069 | | bn | 767,965 | | cy | 762,338 | | ta | 685,975 | | simple | 646,424 | | te | 634,778 | | kk | 627,085 | | ka | 595,401 | | hi | 541,822 | | nn | 530,590 | | lv | 484,957 | | af | 461,674 | | ba | 434,939 | | ur | 434,269 | | bs | 396,692 | | sq | 388,788 | | ml | 384,795 | | min | 373,156 | | la | 340,521 | | pnb | 335,958 | | be-x-old | 314,600 | | kn | 309,085 | | azb | 294,248 | | oc | 283,297 | | zh-min-nan | 278,547 | | fy | 248,075 | | my | 241,025 | | lb | 216,558 | | ky | 216,344 | | als | 206,387 | | mr | 203,479 | | br | 200,486 | | pa | 188,091 | | is | 177,272 | | mg | 171,947 | | sw | 171,650 | | ha | 167,807 | | tl | 166,907 | | nds | 166,019 | | an | 143,163 | | jv | 142,104 | | ps | 138,240 | | ig | 132,250 | | new | 128,696 | | tg | 128,237 | | ga | 125,456 | | lld | 125,094 | | su | 124,390 | | cv | 122,671 | | ckb | 120,886 | | si | 119,223 | | mn | 114,878 | | lmo | 103,836 | | io | 101,713 | | gu | 99,450 | | vec | 95,072 | | zh-yue | 89,145 | | bar | 88,238 | | sco | 83,906 | | ne | 83,598 | | ku | 82,935 | | hyw | 82,343 | | pms | 77,834 | | as | 76,093 | | km | 74,177 | | sah | 71,599 | | li | 69,267 | | or | 65,510 | | mt | 64,038 | | szl | 56,836 | | yi | 55,375 | | ht | 55,079 | | dag | 53,343 | | sa | 51,735 | | nv | 49,355 | | bpy | 47,757 | | vo | 47,375 | | ug | 44,764 | | sat | 43,500 | | ia | 42,012 | | bo | 41,438 | | mwl | 41,273 | | sd | 40,395 | | bcl | 39,967 | | mnw | 39,578 | | hsb | 39,560 | | avk | 39,001 | | scn | 38,359 | | rm | 37,436 | | diq | 34,743 | | vep | 33,654 | | xmf | 33,238 | | ban | 32,320 | | wa | 32,132 | | ilo | 31,046 | | nds-nl | 30,918 | | qu | 30,529 | | so | 29,936 | | mhr | 29,619 | | vls | 29,227 | | sc | 28,977 | | fo | 28,809 | | gd | 28,149 | | rw | 28,037 | | gom | 27,792 | | yo | 27,789 | | tum | 26,743 | | wuu | 26,532 | | frr | 26,010 | | sn | 25,941 | | tk | 24,269 | | blk | 24,194 | | mzn | 23,837 | | co | 23,065 | | szy | 22,854 | | am | 22,467 | | shn | 22,432 | | skr | 21,081 | | lfn | 20,781 | | tyv | 20,762 | | lij | 20,553 | | ie | 19,994 | | rue | 19,916 | | crh | 19,016 | | gor | 18,146 | | ary | 17,463 | | dv | 16,941 | | lg | 16,751 | | roa-tara | 16,572 | | bjn | 16,429 | | tw | 16,304 | | bh | 15,938 | | pam | 15,134 | | os | 15,096 | | myv | 15,062 | | gn | 14,983 | | lez | 14,152 | | mai | 13,806 | | kv | 13,534 | | pcd | 13,057 | | zh-classical | 12,791 | | zea | 12,528 | | lo | 12,525 | | gv | 12,074 | | stq | 11,890 | | zu | 11,680 | | smn | 11,672 | | kw | 11,539 | | bat-smg | 11,240 | | hif | 11,215 | | ext | 10,967 | | ace | 10,821 | | trv | 10,546 | | ami | 10,538 | | tcy | 10,531 | | lad | 10,386 | | alt | 10,256 | | pap | 10,187 | | kab | 10,179 | | fur | 10,148 | | nap | 10,079 | | mrj | 9,771 | | kaa | 9,548 | | nqo | 9,153 | | glk | 9,120 | | pfl | 8,790 | | fiu-vro | 8,757 | | nso | 8,635 | | jbo | 8,577 | | bxr | 8,549 | | wo | 8,549 | | olo | 8,530 | | map-bms | 8,393 | | ksh | 8,226 | | csb | 8,085 | | av | 7,873 | | mni | 7,740 | | udm | 7,730 | | mi | 7,643 | | kbp | 7,616 | | dsb | 7,536 | | frp | 7,294 | | om | 7,045 | | ang | 7,023 | | hak | 6,866 | | gur | 6,761 | | se | 6,733 | | anp | 6,704 | | tay | 6,434 | | mdf | 6,351 | | gcr | 6,347 | | koi | 6,300 | | krc | 6,293 | | ay | 5,985 | | cdo | 5,917 | | nrm | 5,786 | | xh | 5,756 | | tn | 5,712 | | tly | 5,598 | | shi | 5,179 | | pcm | 5,076 | | fat | 4,968 | | nia | 4,795 | | dty | 4,728 | | kbd | 4,667 | | gpe | 4,289 | | cbk-zam | 4,224 | | ff | 4,166 | | dz | 4,117 | | guw | 3,982 | | eml | 3,979 | | ln | 3,774 | | inh | 3,768 | | nah | 3,720 | | ab | 3,465 | | ks | 3,255 | | mad | 3,236 | | haw | 3,227 | | gag | 3,076 | | tet | 3,030 | | ny | 2,933 | | pag | 2,727 | | guc | 2,454 | | roa-rup | 2,409 | | jam | 2,387 | | awa | 2,242 | | pdc | 2,239 | | to | 2,165 | | za | 2,132 | | st | 2,051 | | ltg | 2,005 | | atj | 1,967 | | nov | 1,916 | | ss | 1,904 | | pwn | 1,881 | | ee | 1,819 | | sm | 1,659 | | ts | 1,645 | | gan | 1,626 | | xal | 1,619 | | kcg | 1,555 | | cu | 1,477 | | srn | 1,395 | | got | 1,280 | | fon | 1,247 | | din | 1,214 | | arc | 1,167 | | fj | 1,164 | | rmy | 1,113 | | ady | 1,040 | | rn | 1,033 | | bm | 1,017 | | tpi | 957 | | ve | 919 | | ki | 798 | | pnt | 796 | | chr | 788 | | kl | 770 | | lbe | 766 | | bi | 718 | | ti | 706 | | kg | 609 | | pih | 606 | | ch | 513 | | bug | 429 | | ty | 297 | | ik | 275 | | iu | 263 | | pi | 260 | | sg | 204 | | chy | 57 | | cr | 41 | | Total | 247,154,006 |
Open-Orca/FLAN
Open-Orca
"2023-08-02T15:08:01Z"
18,459
171
[ "language:en", "license:cc-by-4.0", "size_categories:100M<n<1B", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2301.13688", "arxiv:2109.01652", "arxiv:2110.08207", "arxiv:2204.07705", "region:us" ]
null
"2023-07-21T13:45:12Z"
--- license: cc-by-4.0 language: - en library_name: transformers pipeline_tag: text-generation datasets: - Open-Orca/OpenOrca size_categories: - 1B<n<10B --- <p><h1>🍮 The WHOLE FLAN Collection! 🍮</h1></p> ![OO-FLAN Logo](https://huggingface.co/datasets/Open-Orca/FLAN/resolve/main/OOFlanLogo.png "OO-FLAN Logo") # Overview This repository includes the full dataset from the [FLAN Collection](https://ai.googleblog.com/2023/02/the-flan-collection-advancing-open.html), totalling ~300GB as parquets. Generated using the official seqio templating from the [Google FLAN Collection GitHub repo](https://github.com/google-research/FLAN/tree/main/flan/v2). The data is subject to all the same licensing of the component datasets. To keep up with our continued work on OpenOrca and other exciting research, find our Discord here: https://AlignmentLab.ai # Motivation This work was done as part of the requirements for the OpenOrca project. There was not a large enough subset of FLAN Collection generated publicly to subsample from to complete the work. So, we opted to process the entire collection ourselves. Generating this requires an understanding of seqio and a Linux server with 512GB of CPU ram, as well as fast drives and custom limits for many parameters beyond what is default on Linux server distributions (e.g., requiring up to 45,000 threads running at once). It takes downloading over 400GB of datasets, working around tfds bugs, and then processing the datasets over the course of several days. We provide this repo as a resource to other ML researchers, as it saves these time consuming and laborious steps to getting the data into a more accessible format for further consumption. # Data ## Organization * JSON files at top level are used for subsampling in OpenOrca * Parquets in subdirectories contain the entire FLAN collection in Dask-sharded folders by submix fractions ## Zero-Shot vs Few-Shot and Options vs No-Options The core sub-collections of FLAN are `CoT`, `Dialog`, `NIv2`, `T0`, and `flan2021`. Within those sub-collections are four "remixes" of the data that are templated differently: * `Zero-Shot` and `Few-Shot` * `Zero-Shot` provides a prompt, question, or challenge without any exemplaries prior * `Few-Shot` provides exemplaries first * `Options` and `No-Options` * `Options` provides a question or challenge with multiple-choice (e.g. A/B/C/D) answer options provided to select from * `No-Options` requires a free-form answer For every sub-collection, only some of the "remixes" may officially be provided. All available have been generated in full without any redaction or sub-sampling. An example: `t0_fsopt_data` folder contains the sub-collection `T0`'s Few-Shot (FS), Options (OPT) remix set. Notably, this is the largest "remix" and the one that necessitates 512GB CPU ram to generate. The raw json output is nearly 200GB. ## Parquet Sizes Each sub-collection's individual remixes are provided as [Parquet](https://huggingface.co/docs/datasets/loading#parquet) files which have been sharded by [Dask](https://huggingface.co/docs/datasets/main/en/filesystems#dask) into ~160MB chunks (starting from 256MB blocks of the source jsonl files). The folder structure along with size sums is provided below. ``` $ du -h --max-depth=1 ./ 9.1G ./niv2_fsopt_data 2.4G ./niv2_zsopt_data 59G ./flan_fsopt_data 984M ./dialog_zsopt_data 11G ./flan_zsopt_data 8.6G ./dialog_fsopt_data 16G ./t0_zsnoopt_data 149M ./cot_fsopt_data 20M ./cot_zsopt_data 17G ./t0_zsopt_data 11G ./flan_zsnoopt_data 101G ./t0_fsopt_data 25G ./flan_fsnoopt_data 39G ./t0_fsnoopt_data 296G ./ ``` # Citations ```bibtex @misc{goodson2023huggyflan title={Fine FLAN: Seqio to Parquet So You Don't Have To}, author={Bleys Goodson}, year={2023}, publisher = {HuggingFace}, journal = {HuggingFace repository}, howpublished = {\url{https://https://huggingface.co/datasets/Open-Orca/FLAN}, } ``` ```bibtex @misc{longpre2023flan, title={The Flan Collection: Designing Data and Methods for Effective Instruction Tuning}, author={Shayne Longpre and Le Hou and Tu Vu and Albert Webson and Hyung Won Chung and Yi Tay and Denny Zhou and Quoc V. Le and Barret Zoph and Jason Wei and Adam Roberts}, year={2023}, eprint={2301.13688}, archivePrefix={arXiv}, primaryClass={cs.AI} } ``` ```bibtex @misc{wei2022finetuned, title={Finetuned Language Models Are Zero-Shot Learners}, author={Jason Wei and Maarten Bosma and Vincent Y. Zhao and Kelvin Guu and Adams Wei Yu and Brian Lester and Nan Du and Andrew M. Dai and Quoc V. Le}, year={2022}, eprint={2109.01652}, archivePrefix={arXiv}, primaryClass={cs.CL} } ``` ```bibtex @misc{sanh2022multitask, title={Multitask Prompted Training Enables Zero-Shot Task Generalization}, author={Victor Sanh and Albert Webson and Colin Raffel and Stephen H. Bach and Lintang Sutawika and Zaid Alyafeai and Antoine Chaffin and Arnaud Stiegler and Teven Le Scao and Arun Raja and Manan Dey and M Saiful Bari and Canwen Xu and Urmish Thakker and Shanya Sharma Sharma and Eliza Szczechla and Taewoon Kim and Gunjan Chhablani and Nihal Nayak and Debajyoti Datta and Jonathan Chang and Mike Tian-Jian Jiang and Han Wang and Matteo Manica and Sheng Shen and Zheng Xin Yong and Harshit Pandey and Rachel Bawden and Thomas Wang and Trishala Neeraj and Jos Rozen and Abheesht Sharma and Andrea Santilli and Thibault Fevry and Jason Alan Fries and Ryan Teehan and Tali Bers and Stella Biderman and Leo Gao and Thomas Wolf and Alexander M. Rush}, year={2022}, eprint={2110.08207}, archivePrefix={arXiv}, primaryClass={cs.LG} } ``` ```bibtex @misc{wang2022supernaturalinstructions, title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks}, author={Yizhong Wang and Swaroop Mishra and Pegah Alipoormolabashi and Yeganeh Kordi and Amirreza Mirzaei and Anjana Arunkumar and Arjun Ashok and Arut Selvan Dhanasekaran and Atharva Naik and David Stap and Eshaan Pathak and Giannis Karamanolakis and Haizhi Gary Lai and Ishan Purohit and Ishani Mondal and Jacob Anderson and Kirby Kuznia and Krima Doshi and Maitreya Patel and Kuntal Kumar Pal and Mehrad Moradshahi and Mihir Parmar and Mirali Purohit and Neeraj Varshney and Phani Rohitha Kaza and Pulkit Verma and Ravsehaj Singh Puri and Rushang Karia and Shailaja Keyur Sampat and Savan Doshi and Siddhartha Mishra and Sujan Reddy and Sumanta Patro and Tanay Dixit and Xudong Shen and Chitta Baral and Yejin Choi and Noah A. Smith and Hannaneh Hajishirzi and Daniel Khashabi}, year={2022}, eprint={2204.07705}, archivePrefix={arXiv}, primaryClass={cs.CL} } ```
asahi417/seamless-align-enA-jaA.speaker-embedding.xlsr-2b
asahi417
"2024-06-24T08:26:07Z"
18,325
0
[ "size_categories:10K<n<100K", "format:parquet", "modality:tabular", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-06-12T06:54:19Z"
--- dataset_info: - config_name: subset_1 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 16310450373 num_examples: 2073 download_size: 16362791193 dataset_size: 16310450373 - config_name: subset_10 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 14507997777 num_examples: 1961 download_size: 14554505952 dataset_size: 14507997777 - config_name: subset_100 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 14129720831 num_examples: 1757 download_size: 14173975107 dataset_size: 14129720831 - config_name: subset_101 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 14993273606 num_examples: 1873 download_size: 15040705190 dataset_size: 14993273606 - config_name: subset_102 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15427157956 num_examples: 1868 download_size: 15475633129 dataset_size: 15427157956 - config_name: subset_103 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15482076366 num_examples: 1879 download_size: 15530574846 dataset_size: 15482076366 - config_name: subset_104 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15390676969 num_examples: 1901 download_size: 15439431804 dataset_size: 15390676969 - config_name: subset_105 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15184436320 num_examples: 1875 download_size: 15231369480 dataset_size: 15184436320 - config_name: subset_106 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15272910298 num_examples: 1880 download_size: 15320755279 dataset_size: 15272910298 - config_name: subset_107 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 14914011605 num_examples: 1854 download_size: 14961302329 dataset_size: 14914011605 - config_name: subset_108 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15180068428 num_examples: 1834 download_size: 15228372695 dataset_size: 15180068428 - config_name: subset_109 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 14466035226 num_examples: 1770 download_size: 14511537163 dataset_size: 14466035226 - config_name: subset_11 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 13101664907 num_examples: 1779 download_size: 13144308567 dataset_size: 13101664907 - config_name: subset_110 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15611661731 num_examples: 1908 download_size: 15659409356 dataset_size: 15611661731 - config_name: subset_111 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15278480945 num_examples: 1877 download_size: 15327096988 dataset_size: 15278480945 - config_name: subset_112 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15724141438 num_examples: 1924 download_size: 15772924053 dataset_size: 15724141438 - config_name: subset_113 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15575717731 num_examples: 1930 download_size: 15625880579 dataset_size: 15575717731 - config_name: subset_114 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15882425444 num_examples: 1940 download_size: 15931108324 dataset_size: 15882425444 - config_name: subset_115 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - 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config_name: subset_119 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15363910769 num_examples: 1867 download_size: 15412415056 dataset_size: 15363910769 - config_name: subset_12 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - 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config_name: subset_99 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: jaA.id dtype: string - name: jaA.laser_score dtype: float64 - name: jaA.audio.speaker_embedding sequence: float32 - name: jaA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 15562076261 num_examples: 1901 download_size: 15612040624 dataset_size: 15562076261 configs: - config_name: subset_1 data_files: - split: train path: subset_1/train-* - config_name: subset_10 data_files: - split: train path: subset_10/train-* - config_name: subset_100 data_files: - split: train path: subset_100/train-* - config_name: subset_101 data_files: - split: train path: subset_101/train-* - config_name: subset_102 data_files: - split: train path: subset_102/train-* - config_name: subset_103 data_files: - split: train path: subset_103/train-* - 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config_name: subset_14 data_files: - split: train path: subset_14/train-* - config_name: subset_140 data_files: - split: train path: subset_140/train-* - config_name: subset_141 data_files: - split: train path: subset_141/train-* - config_name: subset_142 data_files: - split: train path: subset_142/train-* - config_name: subset_143 data_files: - split: train path: subset_143/train-* - config_name: subset_144 data_files: - split: train path: subset_144/train-* - config_name: subset_15 data_files: - split: train path: subset_15/train-* - config_name: subset_16 data_files: - split: train path: subset_16/train-* - config_name: subset_17 data_files: - split: train path: subset_17/train-* - config_name: subset_18 data_files: - split: train path: subset_18/train-* - config_name: subset_19 data_files: - split: train path: subset_19/train-* - config_name: subset_2 data_files: - split: train path: subset_2/train-* - config_name: subset_20 data_files: - split: train path: subset_20/train-* - config_name: subset_21 data_files: - split: train path: subset_21/train-* - config_name: subset_22 data_files: - split: train path: subset_22/train-* - config_name: subset_23 data_files: - split: train path: subset_23/train-* - config_name: subset_24 data_files: - split: train path: subset_24/train-* - config_name: subset_25 data_files: - split: train path: subset_25/train-* - config_name: subset_26 data_files: - split: train path: subset_26/train-* - config_name: subset_27 data_files: - split: train path: subset_27/train-* - config_name: subset_28 data_files: - split: train path: subset_28/train-* - config_name: subset_29 data_files: - split: train path: subset_29/train-* - config_name: subset_3 data_files: - split: train path: subset_3/train-* - config_name: subset_30 data_files: - split: train path: subset_30/train-* - config_name: subset_31 data_files: - split: train path: subset_31/train-* - config_name: subset_32 data_files: - split: train path: subset_32/train-* - config_name: subset_33 data_files: - split: train path: subset_33/train-* - config_name: subset_34 data_files: - split: train path: subset_34/train-* - config_name: subset_35 data_files: - split: train path: subset_35/train-* - config_name: subset_36 data_files: - split: train path: subset_36/train-* - config_name: subset_37 data_files: - split: train path: subset_37/train-* - config_name: subset_38 data_files: - split: train path: subset_38/train-* - config_name: subset_39 data_files: - split: train path: subset_39/train-* - config_name: subset_4 data_files: - split: train path: subset_4/train-* - config_name: subset_40 data_files: - split: train path: subset_40/train-* - config_name: subset_41 data_files: - split: train path: subset_41/train-* - config_name: subset_42 data_files: - split: train path: subset_42/train-* - config_name: subset_43 data_files: - split: train path: subset_43/train-* - config_name: subset_44 data_files: - split: train path: subset_44/train-* - config_name: subset_45 data_files: - split: train path: subset_45/train-* - config_name: subset_46 data_files: - split: train path: subset_46/train-* - config_name: subset_47 data_files: - split: train path: subset_47/train-* - config_name: subset_48 data_files: - split: train path: subset_48/train-* - config_name: subset_49 data_files: - split: train path: subset_49/train-* - config_name: subset_5 data_files: - split: train path: subset_5/train-* - config_name: subset_50 data_files: - split: train path: subset_50/train-* - config_name: subset_51 data_files: - split: train path: subset_51/train-* - config_name: subset_52 data_files: - split: train path: subset_52/train-* - config_name: subset_53 data_files: - split: train path: subset_53/train-* - config_name: subset_54 data_files: - split: train path: subset_54/train-* - config_name: subset_55 data_files: - split: train path: subset_55/train-* - config_name: subset_56 data_files: - split: train path: subset_56/train-* - config_name: subset_57 data_files: - split: train path: subset_57/train-* - config_name: subset_58 data_files: - split: train path: subset_58/train-* - config_name: subset_59 data_files: - split: train path: subset_59/train-* - config_name: subset_6 data_files: - split: train path: subset_6/train-* - config_name: subset_60 data_files: - split: train path: subset_60/train-* - config_name: subset_61 data_files: - split: train path: subset_61/train-* - config_name: subset_62 data_files: - split: train path: subset_62/train-* - config_name: subset_63 data_files: - split: train path: subset_63/train-* - config_name: subset_64 data_files: - split: train path: subset_64/train-* - config_name: subset_65 data_files: - split: train path: subset_65/train-* - config_name: subset_66 data_files: - split: train path: subset_66/train-* - config_name: subset_67 data_files: - split: train path: subset_67/train-* - config_name: subset_68 data_files: - split: train path: subset_68/train-* - config_name: subset_69 data_files: - split: train path: subset_69/train-* - config_name: subset_7 data_files: - split: train path: subset_7/train-* - config_name: subset_70 data_files: - split: train path: subset_70/train-* - config_name: subset_71 data_files: - split: train path: subset_71/train-* - config_name: subset_72 data_files: - split: train path: subset_72/train-* - config_name: subset_73 data_files: - split: train path: subset_73/train-* - config_name: subset_74 data_files: - split: train path: subset_74/train-* - config_name: subset_75 data_files: - split: train path: subset_75/train-* - config_name: subset_76 data_files: - split: train path: subset_76/train-* - config_name: subset_77 data_files: - split: train path: subset_77/train-* - config_name: subset_78 data_files: - split: train path: subset_78/train-* - config_name: subset_79 data_files: - split: train path: subset_79/train-* - config_name: subset_8 data_files: - split: train path: subset_8/train-* - config_name: subset_80 data_files: - split: train path: subset_80/train-* - config_name: subset_81 data_files: - split: train path: subset_81/train-* - config_name: subset_82 data_files: - split: train path: subset_82/train-* - config_name: subset_83 data_files: - split: train path: subset_83/train-* - config_name: subset_84 data_files: - split: train path: subset_84/train-* - config_name: subset_85 data_files: - split: train path: subset_85/train-* - config_name: subset_86 data_files: - split: train path: subset_86/train-* - config_name: subset_87 data_files: - split: train path: subset_87/train-* - config_name: subset_88 data_files: - split: train path: subset_88/train-* - config_name: subset_89 data_files: - split: train path: subset_89/train-* - config_name: subset_9 data_files: - split: train path: subset_9/train-* - config_name: subset_90 data_files: - split: train path: subset_90/train-* - config_name: subset_91 data_files: - split: train path: subset_91/train-* - config_name: subset_92 data_files: - split: train path: subset_92/train-* - config_name: subset_93 data_files: - split: train path: subset_93/train-* - config_name: subset_94 data_files: - split: train path: subset_94/train-* - config_name: subset_95 data_files: - split: train path: subset_95/train-* - config_name: subset_96 data_files: - split: train path: subset_96/train-* - config_name: subset_97 data_files: - split: train path: subset_97/train-* - config_name: subset_98 data_files: - split: train path: subset_98/train-* - config_name: subset_99 data_files: - split: train path: subset_99/train-* ---
CohereForAI/aya_collection
CohereForAI
"2024-06-28T08:04:56Z"
18,032
218
[ "task_categories:text-classification", "task_categories:summarization", "task_categories:translation", "language:ace", "language:afr", "language:amh", "language:ara", "language:aze", "language:ban", "language:bbc", "language:bel", "language:bem", "language:ben", "language:bjn", "language:bul", "language:cat", "language:ceb", "language:ces", "language:cym", "language:dan", "language:deu", "language:ell", "language:eng", "language:epo", "language:est", "language:eus", "language:fil", "language:fin", "language:fon", "language:fra", "language:gla", "language:gle", "language:glg", "language:guj", "language:hat", "language:hau", "language:heb", "language:hin", "language:hrv", "language:hun", "language:hye", "language:ibo", "language:ind", "language:isl", "language:ita", "language:jav", "language:jpn", "language:kan", "language:kas", "language:kat", "language:kau", "language:kaz", "language:khm", "language:kin", "language:kir", "language:kor", "language:kur", "language:lao", "language:lav", "language:lij", "language:lit", "language:ltz", "language:mad", "language:mal", "language:man", "language:mar", "language:min", "language:mkd", "language:mlg", "language:mlt", "language:mon", "language:mri", "language:msa", "language:mya", "language:nep", "language:nij", "language:nld", "language:nor", "language:nso", "language:nya", "language:pan", "language:pes", "language:pol", "language:por", "language:pus", "language:ron", "language:rus", "language:sin", "language:slk", "language:slv", "language:smo", "language:sna", "language:snd", "language:som", "language:sot", "language:spa", "language:sqi", "language:srp", "language:sun", "language:swa", "language:swe", "language:tam", "language:taq", "language:tel", "language:tgk", "language:tha", "language:tur", "language:twi", "language:ukr", "language:urd", "language:uzb", "language:vie", "language:wol", "language:xho", "language:yid", "language:yor", "language:zho", "language:zul", "license:apache-2.0", "size_categories:100M<n<1B", "format:parquet", "modality:tabular", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2402.06619", "region:us" ]
[ "text-classification", "summarization", "translation" ]
"2024-01-31T21:40:43Z"
--- language: - ace - afr - amh - ara - aze - ban - bbc - bel - bem - ben - bjn - bul - cat - ceb - ces - cym - dan - deu - ell - eng - epo - est - eus - fil - fin - fon - fra - gla - gle - glg - guj - hat - hau - heb - hin - hrv - hun - hye - ibo - ind - isl - ita - jav - jpn - kan - kas - kat - kau - kaz - khm - kin - kir - kor - kur - lao - lav - lij - lit - ltz - mad - mal - man - mar - min - mkd - mlg - mlt - mon - mri - msa - mya - nep - nij - nld - nor - nso - nya - pan - pes - pol - por - pus - ron - rus - sin - slk - slv - smo - sna - snd - som - sot - spa - sqi - srp - sun - swa - swe - tam - taq - tel - tgk - tha - tur - twi - ukr - urd - uzb - vie - wol - xho - yid - yor - zho - zul license: apache-2.0 size_categories: - 100M<n<1B task_categories: - text-classification - summarization - translation pretty_name: Aya Collection dataset_info: - config_name: aya_dataset features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 245523658 num_examples: 202364 download_size: 134230030 dataset_size: 245523658 - config_name: templated_afriqa features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 1053208.8833372337 num_examples: 6834 - name: train num_bytes: 785976.7786098759 num_examples: 5100 - name: validation num_bytes: 794915.3380528903 num_examples: 5158 download_size: 945238 dataset_size: 2634101.0 - config_name: templated_afrisenti features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 13970874.910620399 num_examples: 42576 - name: train num_bytes: 32313882.88468279 num_examples: 98476 - name: validation num_bytes: 6141462.204696811 num_examples: 18716 download_size: 13309887 dataset_size: 52426220.0 - config_name: templated_amharic_qa features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 1563941.8685517767 num_examples: 523 - name: train num_bytes: 5475291.704241497 num_examples: 1831 - name: validation num_bytes: 786456.4272067252 num_examples: 263 download_size: 3648433 dataset_size: 7825689.999999999 - config_name: templated_armenian_instruct features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 1864796.3648305084 num_examples: 3063 - name: train num_bytes: 2445604.6351694916 num_examples: 4017 download_size: 1825641 dataset_size: 4310401.0 - config_name: templated_bengali_news features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 14242457 num_examples: 19096 download_size: 4609132 dataset_size: 14242457 - config_name: templated_dutch_imdb features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 39967063.5 num_examples: 24992 - name: train num_bytes: 39967063.5 num_examples: 24992 download_size: 44533807 dataset_size: 79934127.0 - config_name: templated_hindi_headline features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 228788501.12729776 num_examples: 23452 - name: train num_bytes: 919144047.8727022 num_examples: 94217 download_size: 243324488 dataset_size: 1147932549.0 - config_name: templated_hindi_news features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 109524809.11948325 num_examples: 10655 - name: train num_bytes: 437112433.88051677 num_examples: 42524 download_size: 112865381 dataset_size: 546637243.0 - config_name: templated_indic_paraphrase features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 5340504 num_examples: 7523 download_size: 1724626 dataset_size: 5340504 - config_name: templated_indic_sentiment features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 7496187 num_examples: 11559 download_size: 3003109 dataset_size: 7496187 - config_name: templated_indo_stories features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 2042351 num_examples: 2599 download_size: 813713 dataset_size: 2042351 - config_name: templated_japanese_instruct features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 1345341895 num_examples: 2463624 download_size: 580330810 dataset_size: 1345341895 - config_name: templated_joke_explaination features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 591008 num_examples: 754 download_size: 157851 dataset_size: 591008 - config_name: templated_ligurian_news features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: validation num_bytes: 105221.25 num_examples: 54 - name: test num_bytes: 140295.0 num_examples: 72 - name: train num_bytes: 596253.75 num_examples: 306 download_size: 546344 dataset_size: 841770.0 - config_name: templated_masakhanews features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 31426840.99009901 num_examples: 9240 - name: train num_bytes: 109538186.24752475 num_examples: 32206 - name: validation num_bytes: 15679408.762376238 num_examples: 4610 download_size: 86433056 dataset_size: 156644436.0 - config_name: templated_mintaka features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 41153051.4 num_examples: 156000 - name: train num_bytes: 144035679.9 num_examples: 546000 - name: validation num_bytes: 20576525.7 num_examples: 78000 download_size: 43108344 dataset_size: 205765257.0 - config_name: templated_ntx_llm features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 10019994 num_examples: 5983 download_size: 1037270 dataset_size: 10019994 - config_name: templated_nusax_senti features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 2684840.4 num_examples: 8000 - name: train num_bytes: 3356050.5 num_examples: 10000 - name: validation num_bytes: 671210.1 num_examples: 2000 download_size: 2336444 dataset_size: 6712101.0 - config_name: templated_persian_farstail features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 731412.1801486664 num_examples: 1029 - name: train num_bytes: 3424629.62483603 num_examples: 4818 - name: validation num_bytes: 720750.1950153039 num_examples: 1014 download_size: 1417008 dataset_size: 4876792.0 - config_name: templated_persian_instruct features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 38518994.420354694 num_examples: 11186 - name: train num_bytes: 564885564.1599021 num_examples: 164044 - name: validation num_bytes: 38512107.41974315 num_examples: 11184 download_size: 280563392 dataset_size: 641916666.0 - config_name: templated_scirepeval features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: validation num_bytes: 53956804 num_examples: 32973 download_size: 27742964 dataset_size: 53956804 - config_name: templated_seed_instruct features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: validation num_bytes: 186542.23316647828 num_examples: 380 - name: test num_bytes: 197342.04666559017 num_examples: 402 - name: train num_bytes: 5696410.720167931 num_examples: 11604 download_size: 2674875 dataset_size: 6080295.0 - config_name: templated_soda features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 487742788.92976975 num_examples: 595872 - name: train num_bytes: 2519225981.566041 num_examples: 3077721 - name: validation num_bytes: 479157981.5041894 num_examples: 585384 download_size: 1668121549 dataset_size: 3486126752.0 - config_name: templated_tamil_stories features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 14555943 num_examples: 1202 download_size: 4912529 dataset_size: 14555943 - config_name: templated_tamil_thirukkural features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 7722387 num_examples: 3990 download_size: 1441119 dataset_size: 7722387 - config_name: templated_telugu_food features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 1108509 num_examples: 441 download_size: 312391 dataset_size: 1108509 - config_name: templated_telugu_jokes features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 966698 num_examples: 929 download_size: 298210 dataset_size: 966698 - config_name: templated_telugu_news features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: train num_bytes: 1150840295 num_examples: 467090 download_size: 423260269 dataset_size: 1150840295 - config_name: templated_telugu_poems features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - 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name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 493033268.5027245 num_examples: 621319 - name: train num_bytes: 3671177872.612755 num_examples: 4626407 - name: validation num_bytes: 420416838.88452065 num_examples: 529808 download_size: 2363004380 dataset_size: 4584627980.0 - config_name: templated_xwikis features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string splits: - name: test num_bytes: 219985468.96557257 num_examples: 34987 - name: train num_bytes: 8995693557.81201 num_examples: 1430696 - name: validation num_bytes: 251360765.22241676 num_examples: 39977 download_size: 5713306872 dataset_size: 9467039791.999998 - config_name: translated_adversarial_qa features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: test num_bytes: 167379954.08333334 num_examples: 119000 - name: train num_bytes: 1673799540.8333333 num_examples: 1190000 - name: validation num_bytes: 167379954.08333334 num_examples: 119000 download_size: 595462085 dataset_size: 2008559448.9999998 - config_name: translated_cnn_dailymail features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - 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name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 2884413536 num_examples: 762671 download_size: 1416350365 dataset_size: 2884413536 - config_name: translated_flan_cot features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 7470682150.0 num_examples: 11029200 download_size: 3086804878 dataset_size: 7470682150.0 - config_name: translated_flan_gem_wiki features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 11446176046 num_examples: 3230493 download_size: 5342129672 dataset_size: 11446176046 - config_name: translated_flan_lambada features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 223527122 num_examples: 509201 download_size: 99315916 dataset_size: 223527122 - config_name: translated_flan_qa features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 34188800 num_examples: 64260 download_size: 14245088 dataset_size: 34188800 - config_name: translated_hotpotqa features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 13234982265.87797 num_examples: 42301644 - name: validation num_bytes: 833990488.1220294 num_examples: 2665600 download_size: 4862020346 dataset_size: 14068972754.0 - config_name: translated_joke_explaination features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 96548938 num_examples: 89726 download_size: 40366737 dataset_size: 96548938 - config_name: translated_mintaka features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: test num_bytes: 131276187.4 num_examples: 476000 - name: train num_bytes: 459466655.9 num_examples: 1666000 - name: validation num_bytes: 65638093.7 num_examples: 238000 download_size: 130340546 dataset_size: 656380937.0 - config_name: translated_mlqa features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: test num_bytes: 3730486242.0756793 num_examples: 2746830 - name: validation num_bytes: 369508041.92432094 num_examples: 272076 download_size: 1662296336 dataset_size: 4099994284.0 - config_name: translated_nqopen features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 4456165405.095046 num_examples: 20926150 - name: validation num_bytes: 182959989.9049544 num_examples: 859180 download_size: 1482593128 dataset_size: 4639125395.0 - config_name: translated_paws features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - 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name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: test num_bytes: 9332736341.158312 num_examples: 17876160 - name: validation num_bytes: 9168469957.193184 num_examples: 17561520 - name: train num_bytes: 74651741547.6485 num_examples: 142989840 download_size: 32022718450 dataset_size: 93152947846.0 - config_name: translated_wiki_split features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 72471632064.9965 num_examples: 117803336 - name: validation num_bytes: 366039049.0017441 num_examples: 595000 - name: test num_bytes: 366039049.0017441 num_examples: 595000 download_size: 27980267627 dataset_size: 73203710163.0 - config_name: translated_wikiqa features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: test num_bytes: 15512870.67820774 num_examples: 34867 - name: train num_bytes: 55062749.16496945 num_examples: 123760 - name: validation num_bytes: 7412293.156822811 num_examples: 16660 download_size: 32773189 dataset_size: 77987913.00000001 - config_name: translated_xlel_wd features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: test num_bytes: 8449087876.213723 num_examples: 8755108 - name: validation num_bytes: 7326325551.677284 num_examples: 7591680 - name: train num_bytes: 60579299633.10899 num_examples: 62773440 download_size: 35927637128 dataset_size: 76354713061.0 configs: - config_name: aya_dataset data_files: - split: train path: aya_dataset/train-* - config_name: templated_afriqa data_files: - split: test path: templated_afriqa/test-* - split: train path: templated_afriqa/train-* - split: validation path: templated_afriqa/validation-* - config_name: templated_afrisenti data_files: - split: test path: templated_afrisenti/test-* - split: train path: templated_afrisenti/train-* - split: validation path: templated_afrisenti/validation-* - config_name: templated_amharic_qa data_files: - split: test path: templated_amharic_qa/test-* - split: train path: templated_amharic_qa/train-* - split: validation path: templated_amharic_qa/validation-* - config_name: templated_armenian_instruct data_files: - split: test path: templated_armenian_instruct/test-* - split: train path: templated_armenian_instruct/train-* - config_name: templated_bengali_news data_files: - split: train path: templated_bengali_news/train-* - config_name: templated_dutch_imdb data_files: - split: test path: templated_dutch_imdb/test-* - split: train path: templated_dutch_imdb/train-* - config_name: templated_hindi_headline data_files: - split: test path: templated_hindi_headline/test-* - split: train path: templated_hindi_headline/train-* - config_name: templated_hindi_news data_files: - split: test path: templated_hindi_news/test-* - split: train path: templated_hindi_news/train-* - config_name: templated_indic_paraphrase data_files: - split: train path: templated_indic_paraphrase/train-* - config_name: templated_indic_sentiment data_files: - split: train path: templated_indic_sentiment/train-* - config_name: templated_indo_stories data_files: - split: train path: templated_indo_stories/train-* - config_name: templated_japanese_instruct data_files: - split: train path: templated_japanese_instruct/train-* - config_name: templated_joke_explaination data_files: - split: train path: templated_joke_explaination/train-* - config_name: templated_ligurian_news data_files: - split: validation path: templated_ligurian_news/validation-* - split: test path: templated_ligurian_news/test-* - split: train path: templated_ligurian_news/train-* - config_name: templated_masakhanews data_files: - split: test path: templated_masakhanews/test-* - split: train path: templated_masakhanews/train-* - split: validation path: templated_masakhanews/validation-* - config_name: templated_mintaka data_files: - split: test path: templated_mintaka/test-* - split: train path: templated_mintaka/train-* - split: validation path: templated_mintaka/validation-* - config_name: templated_ntx_llm data_files: - split: train path: templated_ntx_llm/train-* - config_name: templated_nusax_senti data_files: - split: test path: templated_nusax_senti/test-* - split: train path: templated_nusax_senti/train-* - split: validation path: templated_nusax_senti/validation-* - config_name: templated_persian_farstail data_files: - split: test path: templated_persian_farstail/test-* - split: train path: templated_persian_farstail/train-* - split: validation path: templated_persian_farstail/validation-* - config_name: templated_persian_instruct data_files: - split: test path: templated_persian_instruct/test-* - split: train path: templated_persian_instruct/train-* - split: validation path: templated_persian_instruct/validation-* - config_name: templated_scirepeval data_files: - split: validation path: templated_scirepeval/validation-* - config_name: templated_seed_instruct data_files: - split: validation path: templated_seed_instruct/validation-* - split: test path: templated_seed_instruct/test-* - split: train path: templated_seed_instruct/train-* - config_name: templated_soda data_files: - split: test path: templated_soda/test-* - split: train path: templated_soda/train-* - split: validation path: templated_soda/validation-* - config_name: templated_tamil_stories data_files: - split: train path: templated_tamil_stories/train-* - config_name: templated_tamil_thirukkural data_files: - split: train path: templated_tamil_thirukkural/train-* - config_name: templated_telugu_food data_files: - split: train path: templated_telugu_food/train-* - config_name: templated_telugu_jokes data_files: - split: train path: templated_telugu_jokes/train-* - config_name: templated_telugu_news data_files: - split: train path: templated_telugu_news/train-* - config_name: templated_telugu_poems data_files: - split: train path: templated_telugu_poems/train-* - config_name: templated_telugu_riddles data_files: - split: train path: templated_telugu_riddles/train-* - config_name: templated_thai_pos data_files: - split: test path: templated_thai_pos/test-* - split: train path: templated_thai_pos/train-* - config_name: templated_thai_scb data_files: - split: test path: templated_thai_scb/test-* - split: train path: templated_thai_scb/train-* - split: validation path: templated_thai_scb/validation-* - config_name: templated_thai_usembassy data_files: - split: train path: templated_thai_usembassy/train-* - config_name: templated_thai_wikitionary data_files: - split: train path: templated_thai_wikitionary/train-* - config_name: templated_turku_paraphrase data_files: - split: test path: templated_turku_paraphrase/test-* - split: train path: templated_turku_paraphrase/train-* - split: validation path: templated_turku_paraphrase/validation-* - config_name: templated_ukranian_gec data_files: - split: train path: templated_ukranian_gec/train-* - config_name: templated_uner_llm data_files: - split: train path: templated_uner_llm/train-* - split: test path: templated_uner_llm/test-* - split: validation path: templated_uner_llm/validation-* - config_name: templated_urdu_news_category data_files: - split: test path: templated_urdu_news_category/test-* - split: train path: templated_urdu_news_category/train-* - config_name: templated_urdu_news_gen data_files: - split: test path: templated_urdu_news_gen/test-* - split: train path: templated_urdu_news_gen/train-* - config_name: templated_urdu_news_headline data_files: - split: test path: templated_urdu_news_headline/test-* - split: train path: templated_urdu_news_headline/train-* - config_name: templated_wiki_split data_files: - split: test path: templated_wiki_split/test-* - split: train path: templated_wiki_split/train-* - split: validation path: templated_wiki_split/validation-* - config_name: templated_xcsqa data_files: - split: validation path: templated_xcsqa/validation-* - config_name: templated_xlel_wd data_files: - split: test path: templated_xlel_wd/test-* - split: train path: templated_xlel_wd/train-* - split: validation path: templated_xlel_wd/validation-* - config_name: templated_xwikis data_files: - split: test path: templated_xwikis/test-* - split: train path: templated_xwikis/train-* - split: validation path: templated_xwikis/validation-* - config_name: translated_adversarial_qa data_files: - split: test path: translated_adversarial_qa/test-* - split: train path: translated_adversarial_qa/train-* - split: validation path: translated_adversarial_qa/validation-* - config_name: translated_cnn_dailymail data_files: - split: test path: translated_cnn_dailymail/test-* - split: train path: translated_cnn_dailymail/train-* - split: validation path: translated_cnn_dailymail/validation-* - config_name: translated_dolly data_files: - split: train path: translated_dolly/train-* - config_name: translated_flan_coqa data_files: - split: train path: translated_flan_coqa/train-* - config_name: translated_flan_cot data_files: - split: train path: translated_flan_cot/train-* - config_name: translated_flan_gem_wiki data_files: - split: train path: translated_flan_gem_wiki/train-* - config_name: translated_flan_lambada data_files: - split: train path: translated_flan_lambada/train-* - config_name: translated_flan_qa data_files: - split: train path: translated_flan_qa/train-* - config_name: translated_hotpotqa data_files: - split: train path: translated_hotpotqa/train-* - split: validation path: translated_hotpotqa/validation-* - config_name: translated_joke_explaination data_files: - split: train path: translated_joke_explaination/train-* - config_name: translated_mintaka data_files: - split: test path: translated_mintaka/test-* - split: train path: translated_mintaka/train-* - split: validation path: translated_mintaka/validation-* - config_name: translated_mlqa data_files: - split: test path: translated_mlqa/test-* - split: validation path: translated_mlqa/validation-* - config_name: translated_nqopen data_files: - split: train path: translated_nqopen/train-* - split: validation path: translated_nqopen/validation-* - config_name: translated_paws data_files: - split: test path: translated_paws/test-* - split: train path: translated_paws/train-* - split: validation path: translated_paws/validation-* - config_name: translated_piqa data_files: - split: train path: translated_piqa/train-* - split: validation path: translated_piqa/validation-* - config_name: translated_soda data_files: - split: test path: translated_soda/test-* - split: validation path: translated_soda/validation-* - split: train path: translated_soda/train-* - config_name: translated_wiki_split data_files: - split: test path: translated_wiki_split/test-* - split: train path: translated_wiki_split/train-* - split: validation path: translated_wiki_split/validation-* - config_name: translated_wikiqa data_files: - split: test path: translated_wikiqa/test-* - split: train path: translated_wikiqa/train-* - split: validation path: translated_wikiqa/validation-* - config_name: translated_xlel_wd data_files: - split: test path: translated_xlel_wd/test-* - split: validation path: translated_xlel_wd/validation-* - split: train path: translated_xlel_wd/train-* --- ![Aya Header](https://huggingface.co/datasets/CohereForAI/aya_collection/resolve/main/aya_header.png) ****This dataset is uploaded in two places: here and additionally [here](https://huggingface.co/datasets/CohereForAI/aya_collection_language_split) as 'Aya Collection Language Split.' These datasets are identical in content but differ in structure of upload. This dataset is structured by folders split according to dataset name. The version [here](https://huggingface.co/datasets/CohereForAI/aya_collection_language_split) instead divides the Aya collection into folders split by language. We recommend you use the language split version if you are only interested in downloading data for a single or smaller set of languages, and this version if you want to download dataset according to data source or the entire collection.**** # Dataset Summary The Aya Collection is a massive multilingual collection consisting of 513 million instances of prompts and completions covering a wide range of tasks. This collection incorporates instruction-style templates from fluent speakers and applies them to a curated list of datasets, as well as translations of instruction-style datasets into 101 languages. Aya Dataset, a human-curated multilingual instruction and response dataset, is also part of this collection. See our paper for more details regarding the collection. - **Curated by:** Contributors of [Aya Open Science Intiative](https://cohere.com/research/aya) - **Language(s):** 115 languages - **License:** [Apache 2.0](https://opensource.org/license/apache-2-0) - **Aya Datasets Family:** | Name | Explanation | |------|--------------| | [aya_dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset) | Human-annotated multilingual instruction finetuning dataset, comprising over 204K instances across 65 languages. | | [aya_collection](https://huggingface.co/datasets/CohereForAI/aya_collection) | Created by applying instruction-style templates from fluent speakers to 44 datasets, including translations of 19 instruction-style datasets into 101 languages. This collection structured based on dataset level subsets. An alternative version of the collection structured by language subsets is also available.| | [aya_collection_language_split](https://huggingface.co/datasets/CohereForAI/aya_collection_language_split) | Aya Collection structured based on language level subsets. | | [aya_evaluation_suite](https://huggingface.co/datasets/CohereForAI/aya_evaluation_suite) | A diverse evaluation set for multilingual open-ended generation, featuring 250 culturally grounded prompts in 7 languages, 200 translated prompts in 24 languages, and human-edited versions selected for cross-cultural relevance from English Dolly in 6 languages.| | [aya_redteaming](https://huggingface.co/datasets/CohereForAI/aya_redteaming)| A red-teaming dataset consisting of harmful prompts in 8 languages across 9 different categories of harm with explicit labels for "global" and "local" harm.| # Dataset The `Aya Collection` is a comprehensive, large corpus of datasets that can be used by researchers around the world to train multilingual models. Our goal is only to include datasets with permissive licensing for manipulation and redistribution. The `Aya Collection` consists of three different sources of data: 1. Templated data: We collaborated with fluent speakers to create templates that allowed for the automatic expansion of existing datasets into various languages. 2. Translated data: We translated a hand-selected subset of 19 datasets into 101 languages (114 dialects) using the NLLB 3.3B parameter machine translation model. 3. Aya Dataset: We release the [Aya Dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset) as a subset of the overall collection. This is the only dataset in the collection that is human-annotated in its entirety. ## Load with Datasets To load this dataset with Datasets, you'll need to install Datasets as `pip install datasets --upgrade` and then use the following code: ```python from datasets import load_dataset dataset = load_dataset("CohereForAI/aya_collection", "templated_mintaka") ``` In the above code snippet, "templated_mintaka" refers to a subset of the aya_collection. You can load other subsets by specifying its name at the time of loading the dataset. ## Data Instances An example of a `train` instance looks as follows: ```json {'id': 246001, 'inputs': 'The following query in English is taken from the geography category. What could be the answer to the question?\nWhat is the seventh tallest mountain in North America?', 'targets': 'The answer is Mount Lucania.', 'dataset_name': 'Mintaka-inst', 'sub_dataset_name': '-', 'task_type': 'question-answering', 'template_id': 3, 'language': 'eng', 'split': 'train', 'script': 'Latn' } ``` ## Data Fields The data fields are the same among all splits: - `id:` Unique id of the data point - `inputs:` Prompt or input to the language model. - `targets:` Completion or output of the language model. - `dataset_name:` The name of the source dataset that the data point was taken from - `sub_dataset_name:` If the source is a collection, this field indicates which part of that collection the data point was taken from. If it is not a collection, this field is left blank. - `task_type:` The task type that this conversation belongs to. - `template_id`: The id of the template applied to this data point. - `language:` The ISO code of the dialect of the conversation. - `script:` The script of the language. - `split:` Indicates whether the data point is part of the `train` or the `test` split. ### Statistics The total number of data points, including the Aya Dataset` is 513,758,189. To view the breakdown of dialect codes and the respective templated and translated data point counts in the Aya Collection , refer to the toggled table below. <details> <summary> <b> Breakdown of Aya Collection data point counts grouped by dialects </b> </summary> |dialect code|language|translated data point count|templated data point count|total count | |------------|--------|---------------------------|--------------------------|---------------| |ace |Achinese|8240684 |2000 |8242684 | |acm |Arabic |4120342 |0 |4120342 | |acq |Arabic |4120342 |0 |4120342 | |aeb |Arabic |4120342 |0 |4120342 | |afr |Afrikaans|4120342 |6108 |4126450 | |ajp |Arabic |4120342 |0 |4120342 | |als |Albanian|4120342 |0 |4120342 | |amh |Amharic |4120342 |25327 |4145669 | |apc |Arabic |4120342 |0 |4120342 | |arb |Arabic |6424999 |216430 |6641429 | |ars |Arabic |4120342 |0 |4120342 | |ary |Arabic |4120342 |18076 |4138418 | |arz |Arabic |4120342 |0 |4120342 | |azb |Azerbaijani|4120342 |0 |4120342 | |azj |Azerbaijani|4120342 |0 |4120342 | |bel |Belarusian|4120342 |21273 |4141615 | |ben |Bengali |4120342 |30661 |4151003 | |bjn |Banjar |8240684 |2000 |8242684 | |bul |Bulgarian|4120342 |37722 |4158064 | |cat |Catalan |4120342 |66900 |4187242 | |ceb |Cebuano |4120342 |0 |4120342 | |ces |Czech |4120342 |179604 |4299946 | |ckb |Kurdish |4120342 |0 |4120342 | |cym |Welsh |4120342 |0 |4120342 | |dan |Danish |4120342 |36310 |4156652 | |deu |German |4120342 |1326722 |5447064 | |ell |Greek |4120342 |40291 |4160633 | |eng |English |9771427 |8066678 |17838105 | |epo |Esperanto|4120342 |0 |4120342 | |est |Estonian|4120342 |0 |4120342 | |eus |Basque |4120342 |0 |4120342 | |fin |Finnish |4120342 |457895 |4578237 | |fra |French |4120342 |835520 |4955862 | |gla |Scottish Gaelic|4120342 |0 |4120342 | |gle |Irish |4120342 |0 |4120342 | |glg |Galician|4120342 |0 |4120342 | |guj |Gujarati|4120342 |2157 |4122499 | |hat |Haitian Creole|4120342 |0 |4120342 | |hau |Hausa |4120342 |51396 |4171738 | |heb |Hebrew |4120342 |103466 |4223808 | |hin |Hindi |4120342 |260387 |4380729 | |hun |Hungarian|4120342 |82039 |4202381 | |hye |Armenian|4120342 |7080 |4127422 | |ibo |Igbo |4120342 |36312 |4156654 | |ind |Indonesian|4120342 |45709 |4166051 | |isl |Icelandic|4120342 |0 |4120342 | |ita |Italian |4120342 |405682 |4526024 | |jav |Javanese|4120342 |829 |4121171 | |jpn |Japanese|4120342 |2693177 |6813519 | |kan |Kannada |4120342 |1156 |4121498 | |kas |Kashmiri|4120342 |0 |4120342 | |kat |Georgian|4120342 |0 |4120342 | |kaz |Kazakh |4120342 |0 |4120342 | |khk |Mongolian|4120342 |0 |4120342 | |khm |Khmer |4120342 |0 |4120342 | |kir |Kyrgyz |4120342 |0 |4120342 | |kmr |Kurdish |4120342 |0 |4120342 | |knc |Kanuri |8240684 |0 |8240684 | |kor |Korean |4120342 |41011 |4161353 | |lao |Lao |4120342 |0 |4120342 | |lit |Lithuanian|4120342 |0 |4120342 | |ltz |Luxembourgish|4120342 |0 |4120342 | |lvs |Latvian |4120342 |0 |4120342 | |mal |Malayalam|4120342 |4347 |4124689 | |mar |Marathi |4120342 |3678 |4124020 | |min |Minangkabau|6753788 |2000 |6755788 | |mkd |Macedonian|4120342 |0 |4120342 | |mlt |Maltese |4120342 |0 |4120342 | |mni |Manipuri|4120342 |0 |4120342 | |mri |Maori |4120342 |0 |4120342 | |mya |Burmese |4120342 |0 |4120342 | |nld |Dutch |4120342 |220181 |4340523 | |nno |Norwegian|4120342 |0 |4120342 | |nob |Norwegian|4120342 |0 |4120342 | |npi |Nepali |4120342 |0 |4120342 | |nso |Northern Sotho|4120342 |0 |4120342 | |pbt |Pashto |4120342 |0 |4120342 | |pes |Persian |4120342 |245520 |4365862 | |plt |Malagasy|4120342 |0 |4120342 | |pol |Polish |4120342 |332503 |4452845 | |por |Portuguese|4120342 |287432 |4407774 | |ron |Romanian|4120342 |36359 |4156701 | |rus |Russian |4120342 |545920 |4666262 | |sin |Sinhala |4120342 |195 |4120537 | |slk |Slovak |4120342 |27845 |4148187 | |slv |Slovenian|4120342 |25731 |4146073 | |smo |Samoan |4120342 |0 |4120342 | |sna |Shona |4120342 |3684 |4124026 | |snd |Sindhi |4120342 |0 |4120342 | |som |Somali |4120342 |2926 |4123268 | |sot |Southern Sotho|4120342 |0 |4120342 | |spa |Spanish |4120342 |379194 |4499536 | |srp |Serbian |4120342 |77124 |4197466 | |sun |Sundanese|4120342 |2208 |4122550 | |swe |Swedish |4120342 |76486 |4196828 | |swh |Swahili |4120342 |12726 |4133068 | |tam |Tamil |4120342 |11462 |4131804 | |taq |Tamasheq|4120342 |0 |4120342 | |tel |Telugu |4120342 |477821 |4598163 | |tgk |Tajik |4120342 |0 |4120342 | |tha |Thai |4120342 |2125180 |6245522 | |tur |Turkish |4120342 |59932 |4180274 | |ukr |Ukrainian|4120342 |189384 |4309726 | |urd |Urdu |4120342 |337739 |4458081 | |uzn |Uzbek |4120342 |0 |4120342 | |vie |Vietnamese|4120342 |42232 |4162574 | |xho |Xhosa |4120342 |2952 |4123294 | |ydd |Yiddish |4120342 |0 |4120342 | |yor |Yoruba |4120342 |4907 |4125249 | |yue |Chinese |4120342 |0 |4120342 | |zho-Hans |Chinese |4120342 |54528 |4174870 | |zho-Hant |Chinese |4120342 |0 |4120342 | |zsm |Malay |4120342 |13950 |4134292 | |zul |Zulu |4120342 |786 |4121128 | |arq |Arabic |0 |6046 |6046 | |ban |Balinese|0 |2000 |2000 | |bbc |Toba Batak|0 |2000 |2000 | |bem |Bemba |0 |776 |776 | |fil |Filipino|0 |220 |220 | |fon |Fon |0 |845 |845 | |hrv |Croatian|0 |9007 |9007 | |kin |Kinyarwanda|0 |11165 |11165 | |lij |Ligurian|0 |6409 |6409 | |mad |Madurese|0 |2000 |2000 | |nij |Ngaju |0 |2000 |2000 | |nor |Norwegian|0 |72352 |72352 | |pan |Punjabi |0 |2156 |2156 | |twi |Twi |0 |10840 |10840 | |wol |Wolof |0 |785 |785 | |zho |Chinese |0 |74972 |74972 | PS: Templated data also includes Mozambican Portuguese, which doesn't have its own ISO language code. </details> <br> # Motivations & Intentions - **Curation Rationale:** Automatic augmentation of existing datasets serves to enhance the available linguistic resources for multiple languages. The list of languages was initially established from mT5 and aligned with the annotators’ language list and NLLB translation model. The datasets were translated directly from English for all languages. # Additional Information ## Provenance - **Methods Used:** A combination of crowd-sourced templating and automatic translation was employed to source this dataset. - **Methodology Details:** - *Source:* Existing NLP datasets - *Dates of Collection:* May 2023 - Dec 2023 ## Dataset Version and Maintenance - **Maintenance Status:** Actively Maintained - **Version Details:** - *Current version:* 1.0 - *Last Update:* 02/2024 - *First Release:* 02/2024 ## Authorship - **Publishing Organization:** [Cohere For AI](https://cohere.com/research) - **Industry Type:** Not-for-profit - Tech - **Contact Details:** https://cohere.com/research/aya ## Licensing Information This dataset can be used for any purpose, whether academic or commercial, under the terms of the [Apache 2.0](https://opensource.org/license/apache-2-0) License. ## Citation Information ```bibtex @misc{singh2024aya, title={Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning}, author={Shivalika Singh and Freddie Vargus and Daniel Dsouza and Börje F. Karlsson and Abinaya Mahendiran and Wei-Yin Ko and Herumb Shandilya and Jay Patel and Deividas Mataciunas and Laura OMahony and Mike Zhang and Ramith Hettiarachchi and Joseph Wilson and Marina Machado and Luisa Souza Moura and Dominik Krzemiński and Hakimeh Fadaei and Irem Ergün and Ifeoma Okoh and Aisha Alaagib and Oshan Mudannayake and Zaid Alyafeai and Vu Minh Chien and Sebastian Ruder and Surya Guthikonda and Emad A. Alghamdi and Sebastian Gehrmann and Niklas Muennighoff and Max Bartolo and Julia Kreutzer and Ahmet Üstün and Marzieh Fadaee and Sara Hooker}, year={2024}, eprint={2402.06619}, archivePrefix={arXiv}, primaryClass={cs.CL} } ```
bigscience/xP3all
bigscience
"2023-05-30T15:51:40Z"
17,822
28
[ "task_categories:other", "annotations_creators:expert-generated", "annotations_creators:crowdsourced", "multilinguality:multilingual", "language:ak", "language:ar", "language:as", "language:bm", "language:bn", "language:ca", "language:code", "language:en", "language:es", "language:eu", "language:fon", "language:fr", "language:gu", "language:hi", "language:id", "language:ig", "language:ki", "language:kn", "language:lg", "language:ln", "language:ml", "language:mr", "language:ne", "language:nso", "language:ny", "language:or", "language:pa", "language:pt", "language:rn", "language:rw", "language:sn", "language:st", "language:sw", "language:ta", "language:te", "language:tn", "language:ts", "language:tum", "language:tw", "language:ur", "language:vi", "language:wo", "language:xh", "language:yo", "language:zh", "language:zu", "license:apache-2.0", "size_categories:10M<n<100M", "modality:text", "library:datasets", "library:mlcroissant", "arxiv:2211.01786", "region:us" ]
[ "other" ]
"2022-07-30T21:05:02Z"
--- annotations_creators: - expert-generated - crowdsourced language: - ak - ar - as - bm - bn - ca - code - en - es - eu - fon - fr - gu - hi - id - ig - ki - kn - lg - ln - ml - mr - ne - nso - ny - or - pa - pt - rn - rw - sn - st - sw - ta - te - tn - ts - tum - tw - ur - vi - wo - xh - yo - zh - zu programming_language: - C - C++ - C# - Go - Java - JavaScript - Lua - PHP - Python - Ruby - Rust - Scala - TypeScript license: - apache-2.0 multilinguality: - multilingual pretty_name: xP3 size_categories: - 100M<n<1B task_categories: - other --- # Dataset Card for xP3 ## Table of Contents - [Table of Contents](#table-of-contents) - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Additional Information](#additional-information) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Repository:** https://github.com/bigscience-workshop/xmtf - **Paper:** [Crosslingual Generalization through Multitask Finetuning](https://arxiv.org/abs/2211.01786) - **Point of Contact:** [Niklas Muennighoff](mailto:niklas@hf.co) ### Dataset Summary > xP3 (Crosslingual Public Pool of Prompts) is a collection of prompts & datasets across 46 of languages & 16 NLP tasks. It is used for the training of BLOOMZ and mT0, multilingual language models capable of following human instructions in dozens of languages zero-shot. - **Creation:** The dataset can be recreated using instructions available [here](https://github.com/bigscience-workshop/xmtf#create-xp3). We provide this version to save processing time and ease reproducibility. - **Languages:** 46 (Can be extended by [recreating with more splits](https://github.com/bigscience-workshop/xmtf#create-xp3)) - **xP3 Dataset Family:** <table> <tr> <th>Name</th> <th>Explanation</th> <th>Example models</th> </tr> <tr> <td><a href=https://huggingface.co/datasets/Muennighoff/xP3x>xP3x</a></t> <td>Mixture of 17 tasks in 277 languages with English prompts</td> <td>WIP - Join us at Project Aya @<a href=https://cohere.for.ai/>C4AI</a> to help!</td> </tr> <tr> <td><a href=https://huggingface.co/datasets/bigscience/xP3>xP3</a></t> <td>Mixture of 13 training tasks in 46 languages with English prompts</td> <td><a href=https://huggingface.co/bigscience/bloomz>bloomz</a> & <a href=https://huggingface.co/bigscience/mt0-xxl>mt0-xxl</a></td> </tr> <tr> <td><a href=https://huggingface.co/datasets/bigscience/xP3mt>xP3mt</a></t> <td>Mixture of 13 training tasks in 46 languages with prompts in 20 languages (machine-translated from English)</td> <td><a href=https://huggingface.co/bigscience/bloomz-mt>bloomz-mt</a> & <a href=https://huggingface.co/bigscience/mt0-xxl-mt>mt0-xxl-mt</a></td> </tr> <tr> <td><a href=https://huggingface.co/datasets/bigscience/xP3all>xP3all</a></t> <td>xP3 + evaluation datasets adding an additional 3 tasks for a total of 16 tasks in 46 languages with English prompts</td> <td></td> </tr> <tr> <td><a href=https://huggingface.co/datasets/bigscience/xP3megds>xP3megds</a></t> <td><a href=https://github.com/bigscience-workshop/Megatron-DeepSpeed>Megatron-DeepSpeed</a> processed version of xP3</td> <td><a href=https://huggingface.co/bigscience/bloomz>bloomz</a></td> </tr> <tr> <td><a href=https://huggingface.co/datasets/Muennighoff/P3>P3</a></t> <td>Repreprocessed version of the English-only <a href=https://huggingface.co/datasets/bigscience/P3>P3</a> with 8 training tasks</td> <td><a href=https://huggingface.co/bigscience/bloomz-p3>bloomz-p3</a> & <a href=https://huggingface.co/bigscience/mt0-xxl-p3>mt0-xxl-p3</a></td> </tr> </table> ## Dataset Structure ### Data Instances An example of "train" looks as follows: ```json { "inputs": "Sentence 1: Fue académico en literatura metafísica, teología y ciencias clásicas.\nSentence 2: Fue académico en literatura metafísica, teología y ciencia clásica.\nQuestion: Can we rewrite Sentence 1 to Sentence 2? Yes or No?", "targets": "Yes" } ``` ### Data Fields The data fields are the same among all splits: - `inputs`: the natural language input fed to the model - `targets`: the natural language target that the model has to generate ### Data Splits The below table summarizes sizes per language (computed from the `merged_{lang}.jsonl` files). Due to languages like `tw` only being single sentence translation samples from Flores, their byte percentage is significantly lower than their sample percentage. |Language|Kilobytes|%|Samples|%| |--------|------:|-:|---:|-:| |tw|106288|0.11|265071|0.33| |bm|107056|0.11|265180|0.33| |ak|108096|0.11|265071|0.33| |ca|110608|0.11|271191|0.33| |eu|113008|0.11|281199|0.35| |fon|113072|0.11|265063|0.33| |st|114080|0.11|265063|0.33| |ki|115040|0.12|265180|0.33| |tum|116032|0.12|265063|0.33| |wo|122560|0.12|365063|0.45| |ln|126304|0.13|365060|0.45| |as|156256|0.16|265063|0.33| |or|161472|0.16|265063|0.33| |kn|165456|0.17|265063|0.33| |ml|175040|0.18|265864|0.33| |rn|192992|0.19|318189|0.39| |nso|229712|0.23|915051|1.13| |tn|235536|0.24|915054|1.13| |lg|235936|0.24|915021|1.13| |rw|249360|0.25|915043|1.13| |ts|250256|0.25|915044|1.13| |sn|252496|0.25|865056|1.07| |xh|254672|0.26|915058|1.13| |zu|263712|0.26|915061|1.13| |ny|272128|0.27|915063|1.13| |ig|325232|0.33|950097|1.17| |yo|352784|0.35|918416|1.13| |ne|393680|0.39|315754|0.39| |pa|523248|0.52|339210|0.42| |gu|560688|0.56|347499|0.43| |sw|566656|0.57|1130481|1.4| |mr|666240|0.67|417269|0.52| |bn|832720|0.83|428843|0.53| |ta|926912|0.93|415433|0.51| |te|1343232|1.35|584590|0.72| |ur|1918272|1.92|855756|1.06| |vi|3102512|3.11|1672106|2.07| |code|4330752|4.34|2707724|3.34| |hi|4403568|4.41|1554667|1.92| |zh|4599440|4.61|3589234|4.43| |id|4612256|4.62|2643418|3.27| |ar|4683456|4.69|2160181|2.67| |fr|6591120|6.6|5316403|6.57| |pt|6886800|6.9|3752156|4.63| |es|8587920|8.6|5413205|6.69| |en|39252528|39.33|32740750|40.44| |total|99807184|100.0|80956089|100.0| ## Dataset Creation ### Source Data #### Training datasets - Code Miscellaneous - [CodeComplex](https://huggingface.co/datasets/codeparrot/codecomplex) - [Docstring Corpus](https://huggingface.co/datasets/teven/code_docstring_corpus) - [GreatCode](https://huggingface.co/datasets/great_code) - [State Changes](https://huggingface.co/datasets/Fraser/python-state-changes) - Closed-book QA - [Hotpot QA](https://huggingface.co/datasets/hotpot_qa) - [Trivia QA](https://huggingface.co/datasets/trivia_qa) - [Web Questions](https://huggingface.co/datasets/web_questions) - [Wiki QA](https://huggingface.co/datasets/wiki_qa) - Extractive QA - [Adversarial QA](https://huggingface.co/datasets/adversarial_qa) - [CMRC2018](https://huggingface.co/datasets/cmrc2018) - [DRCD](https://huggingface.co/datasets/clue) - [DuoRC](https://huggingface.co/datasets/duorc) - [MLQA](https://huggingface.co/datasets/mlqa) - [Quoref](https://huggingface.co/datasets/quoref) - [ReCoRD](https://huggingface.co/datasets/super_glue) - [ROPES](https://huggingface.co/datasets/ropes) - [SQuAD v2](https://huggingface.co/datasets/squad_v2) - [xQuAD](https://huggingface.co/datasets/xquad) - TyDI QA - [Primary](https://huggingface.co/datasets/khalidalt/tydiqa-primary) - [Goldp](https://huggingface.co/datasets/khalidalt/tydiqa-goldp) - Multiple-Choice QA - [ARC](https://huggingface.co/datasets/ai2_arc) - [C3](https://huggingface.co/datasets/c3) - [CoS-E](https://huggingface.co/datasets/cos_e) - [Cosmos](https://huggingface.co/datasets/cosmos) - [DREAM](https://huggingface.co/datasets/dream) - [MultiRC](https://huggingface.co/datasets/super_glue) - [OpenBookQA](https://huggingface.co/datasets/openbookqa) - [PiQA](https://huggingface.co/datasets/piqa) - [QUAIL](https://huggingface.co/datasets/quail) - [QuaRel](https://huggingface.co/datasets/quarel) - [QuaRTz](https://huggingface.co/datasets/quartz) - [QASC](https://huggingface.co/datasets/qasc) - [RACE](https://huggingface.co/datasets/race) - [SciQ](https://huggingface.co/datasets/sciq) - [Social IQA](https://huggingface.co/datasets/social_i_qa) - [Wiki Hop](https://huggingface.co/datasets/wiki_hop) - [WiQA](https://huggingface.co/datasets/wiqa) - Paraphrase Identification - [MRPC](https://huggingface.co/datasets/super_glue) - [PAWS](https://huggingface.co/datasets/paws) - [PAWS-X](https://huggingface.co/datasets/paws-x) - [QQP](https://huggingface.co/datasets/qqp) - Program Synthesis - [APPS](https://huggingface.co/datasets/codeparrot/apps) - [CodeContests](https://huggingface.co/datasets/teven/code_contests) - [JupyterCodePairs](https://huggingface.co/datasets/codeparrot/github-jupyter-text-code-pairs) - [MBPP](https://huggingface.co/datasets/Muennighoff/mbpp) - [NeuralCodeSearch](https://huggingface.co/datasets/neural_code_search) - [XLCoST](https://huggingface.co/datasets/codeparrot/xlcost-text-to-code) - Structure-to-text - [Common Gen](https://huggingface.co/datasets/common_gen) - [Wiki Bio](https://huggingface.co/datasets/wiki_bio) - Sentiment - [Amazon](https://huggingface.co/datasets/amazon_polarity) - [App Reviews](https://huggingface.co/datasets/app_reviews) - [IMDB](https://huggingface.co/datasets/imdb) - [Rotten Tomatoes](https://huggingface.co/datasets/rotten_tomatoes) - [Yelp](https://huggingface.co/datasets/yelp_review_full) - Simplification - [BiSECT](https://huggingface.co/datasets/GEM/BiSECT) - Summarization - [CNN Daily Mail](https://huggingface.co/datasets/cnn_dailymail) - [Gigaword](https://huggingface.co/datasets/gigaword) - [MultiNews](https://huggingface.co/datasets/multi_news) - [SamSum](https://huggingface.co/datasets/samsum) - [Wiki-Lingua](https://huggingface.co/datasets/GEM/wiki_lingua) - [XLSum](https://huggingface.co/datasets/GEM/xlsum) - [XSum](https://huggingface.co/datasets/xsum) - Topic Classification - [AG News](https://huggingface.co/datasets/ag_news) - [DBPedia](https://huggingface.co/datasets/dbpedia_14) - [TNEWS](https://huggingface.co/datasets/clue) - [TREC](https://huggingface.co/datasets/trec) - [CSL](https://huggingface.co/datasets/clue) - Translation - [Flores-200](https://huggingface.co/datasets/Muennighoff/flores200) - [Tatoeba](https://huggingface.co/datasets/Helsinki-NLP/tatoeba_mt) - Word Sense disambiguation - [WiC](https://huggingface.co/datasets/super_glue) - [XL-WiC](https://huggingface.co/datasets/pasinit/xlwic) #### Evaluation datasets (included in [xP3all](https://huggingface.co/datasets/bigscience/xP3all) except for HumanEval) - Natural Language Inference - [ANLI](https://huggingface.co/datasets/anli) - [CB](https://huggingface.co/datasets/super_glue) - [RTE](https://huggingface.co/datasets/super_glue) - [XNLI](https://huggingface.co/datasets/xnli) - Coreference Resolution - [Winogrande](https://huggingface.co/datasets/winogrande) - [XWinograd](https://huggingface.co/datasets/Muennighoff/xwinograd) - Program Synthesis - [HumanEval](https://huggingface.co/datasets/openai_humaneval) - Sentence Completion - [COPA](https://huggingface.co/datasets/super_glue) - [Story Cloze](https://huggingface.co/datasets/story_cloze) - [XCOPA](https://huggingface.co/datasets/xcopa) - [XStoryCloze](https://huggingface.co/datasets/Muennighoff/xstory_cloze) #### Additional [xP3all](https://huggingface.co/datasets/bigscience/xP3all) datasets - Coreference Resolution - [WSC (Fixed)](https://huggingface.co/datasets/super_glue) - Sentence Completion - [HellaSwag](https://huggingface.co/datasets/hellaswag) - Translation - [MultiEurlex](https://huggingface.co/datasets/multi_eurlex) ## Additional Information ### Licensing Information The dataset is released under Apache 2.0. ### Citation Information ```bibtex @misc{muennighoff2022crosslingual, title={Crosslingual Generalization through Multitask Finetuning}, author={Niklas Muennighoff and Thomas Wang and Lintang Sutawika and Adam Roberts and Stella Biderman and Teven Le Scao and M Saiful Bari and Sheng Shen and Zheng-Xin Yong and Hailey Schoelkopf and Xiangru Tang and Dragomir Radev and Alham Fikri Aji and Khalid Almubarak and Samuel Albanie and Zaid Alyafeai and Albert Webson and Edward Raff and Colin Raffel}, year={2022}, eprint={2211.01786}, archivePrefix={arXiv}, primaryClass={cs.CL} } ``` ### Contributions Thanks to the contributors of [promptsource](https://github.com/bigscience-workshop/promptsource/graphs/contributors) for adding many prompts used in this dataset.
cardiffnlp/databench
cardiffnlp
"2025-01-24T14:37:22Z"
17,783
8
[ "task_categories:table-question-answering", "task_categories:question-answering", "language:en", "language:es", "license:mit", "size_categories:1K<n<10K", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us", "table-question-answering", "table", "qa" ]
[ "table-question-answering", "question-answering" ]
"2023-12-21T08:08:56Z"
--- language: - en - es pretty_name: " 💾🏋️💾 DataBench 💾🏋️💾" tags: - table-question-answering - table - qa license: mit task_categories: - table-question-answering - question-answering default: qa configs: - config_name: qa data_files: - data/001_Forbes/qa.parquet - data/002_Titanic/qa.parquet - data/003_Love/qa.parquet - data/004_Taxi/qa.parquet - data/005_NYC/qa.parquet - data/006_London/qa.parquet - data/007_Fifa/qa.parquet - data/008_Tornados/qa.parquet - data/009_Central/qa.parquet - data/010_ECommerce/qa.parquet - data/011_SF/qa.parquet - data/012_Heart/qa.parquet - data/013_Roller/qa.parquet - data/014_Airbnb/qa.parquet - data/015_Food/qa.parquet - data/016_Holiday/qa.parquet - data/017_Hacker/qa.parquet - data/018_Staff/qa.parquet - data/019_Aircraft/qa.parquet - data/020_Real/qa.parquet - data/021_Telco/qa.parquet - data/022_Airbnbs/qa.parquet - data/023_Climate/qa.parquet - data/024_Salary/qa.parquet - data/025_Data/qa.parquet - data/026_Predicting/qa.parquet - data/027_Supermarket/qa.parquet - data/028_Predict/qa.parquet - data/029_NYTimes/qa.parquet - data/030_Professionals/qa.parquet - data/031_Trustpilot/qa.parquet - data/032_Delicatessen/qa.parquet - data/033_Employee/qa.parquet - data/034_World/qa.parquet - data/035_Billboard/qa.parquet - data/036_US/qa.parquet - data/037_Ted/qa.parquet - data/038_Stroke/qa.parquet - data/039_Happy/qa.parquet - data/040_Speed/qa.parquet - data/041_Airline/qa.parquet - data/042_Predict/qa.parquet - data/043_Predict/qa.parquet - data/044_IMDb/qa.parquet - data/045_Predict/qa.parquet - data/046_120/qa.parquet - data/047_Bank/qa.parquet - data/048_Data/qa.parquet - data/049_Boris/qa.parquet - data/050_ING/qa.parquet - data/051_Pokemon/qa.parquet - data/052_Professional/qa.parquet - data/053_Patents/qa.parquet - data/054_Joe/qa.parquet - data/055_German/qa.parquet - data/056_Emoji/qa.parquet - data/057_Spain/qa.parquet - data/058_US/qa.parquet - data/059_Second/qa.parquet - data/060_Bakery/qa.parquet - data/061_Disneyland/qa.parquet - data/062_Trump/qa.parquet - data/063_Influencers/qa.parquet - data/064_Clustering/qa.parquet - data/065_RFM/qa.parquet # - split: 001_Forbes # path: data/001_Forbes/qa.parquet # - split: 002_Titanic # path: data/002_Titanic/qa.parquet # - split: 003_Love # path: data/003_Love/qa.parquet # - split: 004_Taxi # path: data/004_Taxi/qa.parquet # - split: 005_NYC # path: data/005_NYC/qa.parquet # - split: 006_London # path: data/006_London/qa.parquet # - split: 007_Fifa # path: data/007_Fifa/qa.parquet # - split: 008_Tornados # path: data/008_Tornados/qa.parquet # - split: 009_Central # path: data/009_Central/qa.parquet # - split: 010_ECommerce # path: data/010_ECommerce/qa.parquet # - split: 011_SF # path: data/011_SF/qa.parquet # - split: 012_Heart # path: data/012_Heart/qa.parquet # - split: 013_Roller # path: data/013_Roller/qa.parquet # - split: 014_Airbnb # path: data/014_Airbnb/qa.parquet # - split: 015_Food # path: data/015_Food/qa.parquet # - split: 016_Holiday # path: data/016_Holiday/qa.parquet # - split: 017_Hacker # path: data/017_Hacker/qa.parquet # - split: 018_Staff # path: data/018_Staff/qa.parquet # - split: 019_Aircraft # path: data/019_Aircraft/qa.parquet # - split: 020_Real # path: data/020_Real/qa.parquet # - split: 021_Telco # path: data/021_Telco/qa.parquet # - split: 022_Airbnbs # path: data/022_Airbnbs/qa.parquet # - split: 023_Climate # path: data/023_Climate/qa.parquet # - split: 024_Salary # path: data/024_Salary/qa.parquet # - split: 025_Data # path: data/025_Data/qa.parquet # - split: 026_Predicting # path: data/026_Predicting/qa.parquet # - split: 027_Supermarket # path: data/027_Supermarket/qa.parquet # - split: 028_Predict # path: data/028_Predict/qa.parquet # - split: 029_NYTimes # path: data/029_NYTimes/qa.parquet # - split: 030_Professionals # path: data/030_Professionals/qa.parquet # - split: 031_Trustpilot # path: data/031_Trustpilot/qa.parquet # - split: 032_Delicatessen # path: data/032_Delicatessen/qa.parquet # - split: 033_Employee # path: data/033_Employee/qa.parquet # - split: 034_World # path: data/034_World/qa.parquet # - split: 035_Billboard # path: data/035_Billboard/qa.parquet # - split: 036_US # path: data/036_US/qa.parquet # - split: 037_Ted # path: data/037_Ted/qa.parquet # - split: 038_Stroke # path: data/038_Stroke/qa.parquet # - split: 039_Happy # path: data/039_Happy/qa.parquet # - split: 040_Speed # path: data/040_Speed/qa.parquet # - split: 041_Airline # path: data/041_Airline/qa.parquet # - split: 042_Predict # path: data/042_Predict/qa.parquet # - split: 043_Predict # path: data/043_Predict/qa.parquet # - split: 044_IMDb # path: data/044_IMDb/qa.parquet # - split: 045_Predict # path: data/045_Predict/qa.parquet # - split: "046_120" # path: data/046_120/qa.parquet # - split: 047_Bank # path: data/047_Bank/qa.parquet # - split: 048_Data # path: data/048_Data/qa.parquet # - split: 049_Boris # path: data/049_Boris/qa.parquet # - split: 050_ING # path: data/050_ING/qa.parquet # - split: 051_Pokemon # path: data/051_Pokemon/qa.parquet # - split: 052_Professional # path: data/052_Professional/qa.parquet # - split: 053_Patents # path: data/053_Patents/qa.parquet # - split: 054_Joe # path: data/054_Joe/qa.parquet # - split: 055_German # path: data/055_German/qa.parquet # - split: 056_Emoji # path: data/056_Emoji/qa.parquet # - split: 057_Spain # path: data/057_Spain/qa.parquet # - split: 058_US # path: data/058_US/qa.parquet # - split: 059_Second # path: data/059_Second/qa.parquet # - split: 060_Bakery # path: data/060_Bakery/qa.parquet # - split: 061_Disneyland # path: data/061_Disneyland/qa.parquet # - split: 062_Trump # path: data/062_Trump/qa.parquet # - split: 063_Influencers # path: data/063_Influencers/qa.parquet # - split: 064_Clustering # path: data/064_Clustering/qa.parquet # - split: 065_RFM # path: data/065_RFM/qa.parquet # - config_name: 001_Forbes # data_files: # - split: full # path: data/001_Forbes/all.parquet # - split: lite # path: data/001_Forbes/sample.parquet # - config_name: 002_Titanic # data_files: # - split: full # path: data/002_Titanic/all.parquet # - split: lite # path: data/002_Titanic/sample.parquet # - config_name: 003_Love # data_files: # - split: full # path: data/003_Love/all.parquet # - split: lite # path: data/003_Love/sample.parquet # - config_name: 004_Taxi # data_files: # - split: full # path: data/004_Taxi/all.parquet # - split: lite # path: data/004_Taxi/sample.parquet # - config_name: 005_NYC # data_files: # - split: full # path: data/005_NYC/all.parquet # - split: lite # path: data/005_NYC/sample.parquet # - config_name: 006_London # data_files: # - split: full # path: data/006_London/all.parquet # - split: lite # path: data/006_London/sample.parquet # - config_name: 007_Fifa # data_files: # - split: full # path: data/007_Fifa/all.parquet # - split: lite # path: data/007_Fifa/sample.parquet # - config_name: 008_Tornados # data_files: # - split: full # path: data/008_Tornados/all.parquet # - split: lite # path: data/008_Tornados/sample.parquet # - config_name: 009_Central # data_files: # - split: full # path: data/009_Central/all.parquet # - split: lite # path: data/009_Central/sample.parquet # - config_name: 010_ECommerce # data_files: # - split: full # path: data/010_ECommerce/all.parquet # - split: lite # path: data/010_ECommerce/sample.parquet # - config_name: 011_SF # data_files: # - split: full # path: data/011_SF/all.parquet # - split: lite # path: data/011_SF/sample.parquet # - config_name: 012_Heart # data_files: # - split: full # path: data/012_Heart/all.parquet # - split: lite # path: data/012_Heart/sample.parquet # - config_name: 013_Roller # data_files: # - split: full # path: data/013_Roller/all.parquet # - split: lite # path: data/013_Roller/sample.parquet # - config_name: 014_Airbnb # data_files: # - split: full # path: data/014_Airbnb/all.parquet # - split: lite # path: data/014_Airbnb/sample.parquet # - config_name: 015_Food # data_files: # - split: full # path: data/015_Food/all.parquet # - split: lite # path: data/015_Food/sample.parquet # - config_name: 016_Holiday # data_files: # - split: full # path: data/016_Holiday/all.parquet # - split: lite # path: data/016_Holiday/sample.parquet # - config_name: 017_Hacker # data_files: # - split: full # path: data/017_Hacker/all.parquet # - split: lite # path: data/017_Hacker/sample.parquet # - config_name: 018_Staff # data_files: # - split: full # path: data/018_Staff/all.parquet # - split: lite # path: data/018_Staff/sample.parquet # - config_name: 019_Aircraft # data_files: # - split: full # path: data/019_Aircraft/all.parquet # - split: lite # path: data/019_Aircraft/sample.parquet # - config_name: 020_Real # data_files: # - split: full # path: data/020_Real/all.parquet # - split: lite # path: data/020_Real/sample.parquet # - config_name: 021_Telco # data_files: # - split: full # path: data/021_Telco/all.parquet # - split: lite # path: data/021_Telco/sample.parquet # - config_name: 022_Airbnbs # data_files: # - split: full # path: data/022_Airbnbs/all.parquet # - split: lite # path: data/022_Airbnbs/sample.parquet # - config_name: 023_Climate # data_files: # - split: full # path: data/023_Climate/all.parquet # - split: lite # path: data/023_Climate/sample.parquet # - config_name: 024_Salary # data_files: # - split: full # path: data/024_Salary/all.parquet # - split: lite # path: data/024_Salary/sample.parquet # - config_name: 025_Data # data_files: # - split: full # path: data/025_Data/all.parquet # - split: lite # path: data/025_Data/sample.parquet # - config_name: 026_Predicting # data_files: # - split: full # path: data/026_Predicting/all.parquet # - split: lite # path: data/026_Predicting/sample.parquet # - config_name: 027_Supermarket # data_files: # - split: full # path: data/027_Supermarket/all.parquet # - split: lite # path: data/027_Supermarket/sample.parquet # - config_name: 028_Predict # data_files: # - split: full # path: data/028_Predict/all.parquet # - split: lite # path: data/028_Predict/sample.parquet # - config_name: 029_NYTimes # data_files: # - split: full # path: data/029_NYTimes/all.parquet # - split: lite # path: data/029_NYTimes/sample.parquet # - config_name: 030_Professionals # data_files: # - split: full # path: data/030_Professionals/all.parquet # - split: lite # path: data/030_Professionals/sample.parquet # - config_name: 031_Trustpilot # data_files: # - split: full # path: data/031_Trustpilot/all.parquet # - split: lite # path: data/031_Trustpilot/sample.parquet # - config_name: 032_Delicatessen # data_files: # - split: full # path: data/032_Delicatessen/all.parquet # - split: lite # path: data/032_Delicatessen/sample.parquet # - config_name: 033_Employee # data_files: # - split: full # path: data/033_Employee/all.parquet # - split: lite # path: data/033_Employee/sample.parquet # - config_name: 034_World # data_files: # - split: full # path: data/034_World/all.parquet # - split: lite # path: data/034_World/sample.parquet # - config_name: 035_Billboard # data_files: # - split: full # path: data/035_Billboard/all.parquet # - split: lite # path: data/035_Billboard/sample.parquet # - config_name: 036_US # data_files: # - split: full # path: data/036_US/all.parquet # - split: lite # path: data/036_US/sample.parquet # - config_name: 037_Ted # data_files: # - split: full # path: data/037_Ted/all.parquet # - split: lite # path: data/037_Ted/sample.parquet # - config_name: 038_Stroke # data_files: # - split: full # path: data/038_Stroke/all.parquet # - split: lite # path: data/038_Stroke/sample.parquet # - config_name: 039_Happy # data_files: # - split: full # path: data/039_Happy/all.parquet # - split: lite # path: data/039_Happy/sample.parquet # - config_name: 040_Speed # data_files: # - split: full # path: data/040_Speed/all.parquet # - split: lite # path: data/040_Speed/sample.parquet # - config_name: 041_Airline # data_files: # - split: full # path: data/041_Airline/all.parquet # - split: lite # path: data/041_Airline/sample.parquet # - config_name: 042_Predict # data_files: # - split: full # path: data/042_Predict/all.parquet # - split: lite # path: data/042_Predict/sample.parquet # - config_name: 043_Predict # data_files: # - split: full # path: data/043_Predict/all.parquet # - split: lite # path: data/043_Predict/sample.parquet # - config_name: 044_IMDb # data_files: # - split: full # path: data/044_IMDb/all.parquet # - split: lite # path: data/044_IMDb/sample.parquet # - config_name: 045_Predict # data_files: # - split: full # path: data/045_Predict/all.parquet # - split: lite # path: data/045_Predict/sample.parquet # - config_name: "046_120" # data_files: # - split: full # path: data/046_120/all.parquet # - split: lite # path: data/046_120/sample.parquet # - config_name: 047_Bank # data_files: # - split: full # path: data/047_Bank/all.parquet # - split: lite # path: data/047_Bank/sample.parquet # - config_name: 048_Data # data_files: # - split: full # path: data/048_Data/all.parquet # - split: lite # path: data/048_Data/sample.parquet # - config_name: 049_Boris # data_files: # - split: full # path: data/049_Boris/all.parquet # - split: lite # path: data/049_Boris/sample.parquet # - config_name: 050_ING # data_files: # - split: full # path: data/050_ING/all.parquet # - split: lite # path: data/050_ING/sample.parquet # - config_name: 051_Pokemon # data_files: # - split: full # path: data/051_Pokemon/all.parquet # - split: lite # path: data/051_Pokemon/sample.parquet # - config_name: 052_Professional # data_files: # - split: full # path: data/052_Professional/all.parquet # - split: lite # path: data/052_Professional/sample.parquet # - config_name: 053_Patents # data_files: # - split: full # path: data/053_Patents/all.parquet # - split: lite # path: data/053_Patents/sample.parquet # - config_name: 054_Joe # data_files: # - split: full # path: data/054_Joe/all.parquet # - split: lite # path: data/054_Joe/sample.parquet # - config_name: 055_German # data_files: # - split: full # path: data/055_German/all.parquet # - split: lite # path: data/055_German/sample.parquet # - config_name: 056_Emoji # data_files: # - split: full # path: data/056_Emoji/all.parquet # - split: lite # path: data/056_Emoji/sample.parquet # - config_name: 057_Spain # data_files: # - split: full # path: data/057_Spain/all.parquet # - split: lite # path: data/057_Spain/sample.parquet # - config_name: 058_US # data_files: # - split: full # path: data/058_US/all.parquet # - split: lite # path: data/058_US/sample.parquet # - config_name: 059_Second # data_files: # - split: full # path: data/059_Second/all.parquet # - split: lite # path: data/059_Second/sample.parquet # - config_name: 060_Bakery # data_files: # - split: full # path: data/060_Bakery/all.parquet # - split: lite # path: data/060_Bakery/sample.parquet # - config_name: 061_Disneyland # data_files: # - split: full # path: data/061_Disneyland/all.parquet # - split: lite # path: data/061_Disneyland/sample.parquet # - config_name: 062_Trump # data_files: # - split: full # path: data/062_Trump/all.parquet # - split: lite # path: data/062_Trump/sample.parquet # - config_name: 063_Influencers # data_files: # - split: full # path: data/063_Influencers/all.parquet # - split: lite # path: data/063_Influencers/sample.parquet # - config_name: 064_Clustering # data_files: # - split: full # path: data/064_Clustering/all.parquet # - split: lite # path: data/064_Clustering/sample.parquet # - config_name: 065_RFM # data_files: # - split: full # path: data/065_RFM/all.parquet # - split: lite # path: data/065_RFM/sample.parquet - config_name: semeval data_files: - split: train path: - data/001_Forbes/qa.parquet - data/002_Titanic/qa.parquet - data/003_Love/qa.parquet - data/004_Taxi/qa.parquet - data/005_NYC/qa.parquet - data/006_London/qa.parquet - data/007_Fifa/qa.parquet - data/008_Tornados/qa.parquet - data/009_Central/qa.parquet - data/010_ECommerce/qa.parquet - data/011_SF/qa.parquet - data/012_Heart/qa.parquet - data/013_Roller/qa.parquet - data/014_Airbnb/qa.parquet - data/015_Food/qa.parquet - data/016_Holiday/qa.parquet - data/017_Hacker/qa.parquet - data/018_Staff/qa.parquet - data/019_Aircraft/qa.parquet - data/020_Real/qa.parquet - data/021_Telco/qa.parquet - data/022_Airbnbs/qa.parquet - data/023_Climate/qa.parquet - data/024_Salary/qa.parquet - data/025_Data/qa.parquet - data/026_Predicting/qa.parquet - data/027_Supermarket/qa.parquet - data/028_Predict/qa.parquet - data/029_NYTimes/qa.parquet - data/030_Professionals/qa.parquet - data/031_Trustpilot/qa.parquet - data/032_Delicatessen/qa.parquet - data/033_Employee/qa.parquet - data/034_World/qa.parquet - data/035_Billboard/qa.parquet - data/036_US/qa.parquet - data/037_Ted/qa.parquet - data/038_Stroke/qa.parquet - data/039_Happy/qa.parquet - data/040_Speed/qa.parquet - data/041_Airline/qa.parquet - data/042_Predict/qa.parquet - data/043_Predict/qa.parquet - data/044_IMDb/qa.parquet - data/045_Predict/qa.parquet - data/046_120/qa.parquet - data/047_Bank/qa.parquet - data/048_Data/qa.parquet - data/049_Boris/qa.parquet - split: dev path: - data/050_ING/qa.parquet - data/051_Pokemon/qa.parquet - data/052_Professional/qa.parquet - data/053_Patents/qa.parquet - data/054_Joe/qa.parquet - data/055_German/qa.parquet - data/056_Emoji/qa.parquet - data/057_Spain/qa.parquet - data/058_US/qa.parquet - data/059_Second/qa.parquet - data/060_Bakery/qa.parquet - data/061_Disneyland/qa.parquet - data/062_Trump/qa.parquet - data/063_Influencers/qa.parquet - data/064_Clustering/qa.parquet - data/065_RFM/qa.parquet --- # 💾🏋️💾 DataBench 💾🏋️💾 This repository contains the original 65 datasets used for the paper [Question Answering over Tabular Data with DataBench: A Large-Scale Empirical Evaluation of LLMs](https://huggingface.co/datasets/cardiffnlp/databench/resolve/main/Databench-LREC-Coling-2024.pdf) which appeared in LREC-COLING 2024. Large Language Models (LLMs) are showing emerging abilities, and one of the latest recognized ones is tabular reasoning in question answering on tabular data. Although there are some available datasets to assess question answering systems on tabular data, they are not large and diverse enough to evaluate this new ability of LLMs. To this end, we provide a corpus of 65 real world datasets, with 3,269,975 and 1615 columns in total, and 1300 questions to evaluate your models for the task of QA over Tabular Data. ## Usage ```python from datasets import load_dataset # Load all QA pairs all_qa = load_dataset("cardiffnlp/databench", name="qa", split="train") # Load SemEval 2025 task 8 Question-Answer splits semeval_train_qa = load_dataset("cardiffnlp/databench", name="semeval", split="train") semeval_dev_qa = load_dataset("cardiffnlp/databench", name="semeval", split="dev") ``` You can use any of the individual [integrated libraries](https://huggingface.co/docs/hub/datasets-libraries#libraries) to load the actual data where the answer is to be retrieved. For example, using pandas in Python: ```python import pandas as pd # "001_Forbes", the id of the dataset ds_id = all_qa['dataset'][0] # full dataset df = pd.read_parquet(f"hf://datasets/cardiffnlp/databench/data/{ds_id}/all.parquet") # sample dataset df = pd.read_parquet(f"hf://datasets/cardiffnlp/databench/data/{ds_id}/sample.parquet") ``` ## 📚 Datasets By clicking on each name in the table below, you will be able to explore each dataset. | | Name | Rows | Cols | Domain | Source (Reference) | |---:|:-------------------------------|-------:|-------:|:---------------------------|:-----------------------------------------------------------------------------------------------------------------------------------| | 1 | [Forbes](https://public.graphext.com/0b211530c7e213d3/index.html?section=data) | 2668 | 17 | Business | [Forbes](https://www.forbes.com/billionaires/)| | 2 | [Titanic](https://public.graphext.com/8577225c5ffd88fd/index.html) | 887 | 8 | Travel and Locations | [Kaggle](https://www.kaggle.com/competitions/titanic/data)| | 3 | [Love](https://public.graphext.com/be7a566b0c485916/index.html) | 373 | 35 | Social Networks and Surveys | [Graphext](https://public.graphext.com/1de78f6820cfd5ba/index.html) | | 4 | [Taxi](https://public.graphext.com/bcee13c23070f333/index.html) | 100000 | 20 | Travel and Locations | [Kaggle](https://www.kaggle.com/competitions/nyc-taxi-trip-duration/overview) | | 5 | [NYC Calls](https://public.graphext.com/1ce2f5fae408621e/index.html) | 100000 | 46 | Business | [City of New York](https://data.cityofnewyork.us/Social-Services/NYC-311-Data/jrb2-thup) | | 6 | [London Airbnbs](https://public.graphext.com/6bbf4bbd3ff279c0/index.html) | 75241 | 74 | Travel and Locations | [Kaggle](https://www.kaggle.com/datasets/labdmitriy/airbnb) | | 7 | [Fifa](https://public.graphext.com/37bca51494c10a79/index.html) | 14620 | 59 | Sports and Entertainment | [Kaggle](https://www.kaggle.com/datasets/stefanoleone992/fifa-21-complete-player-dataset) | | 8 | [Tornados](https://public.graphext.com/4be9872e031199c3/index.html) | 67558 | 14 | Health | [Kaggle](https://www.kaggle.com/datasets/danbraswell/us-tornado-dataset-1950-2021) | | 9 | [Central Park](https://public.graphext.com/7b3d3a4d7bf1e9b5/index.html) | 56245 | 6 | Travel and Locations | [Kaggle](https://www.kaggle.com/datasets/danbraswell/new-york-city-weather-18692022) | | 10 | [ECommerce Reviews](https://public.graphext.com/a5b8911b215958ad/index.html) | 23486 | 10 | Business | [Kaggle](https://www.kaggle.com/datasets/nicapotato/womens-ecommerce-clothing-reviews) | | 11 | [SF Police](https://public.graphext.com/ab815ab14f88115c/index.html) | 713107 | 35 | Social Networks and Surveys | [US Gov](https://catalog.data.gov/dataset/police-department-incident-reports-2018-to-present) | | 12 | [Heart Failure](https://public.graphext.com/245cec64075f5542/index.html) | 918 | 12 | Health | [Kaggle](https://www.kaggle.com/datasets/fedesoriano/heart-failure-prediction) | | 13 | [Roller Coasters](https://public.graphext.com/1e550e6c24fc1930/index.html) | 1087 | 56 | Sports and Entertainment | [Kaggle](https://www.kaggle.com/datasets/robikscube/rollercoaster-database) | | 14 | [Madrid Airbnbs](https://public.graphext.com/77265ea3a63e650f/index.html) | 20776 | 75 | Travel and Locations | [Inside Airbnb](http://data.insideairbnb.com/spain/comunidad-de-madrid/madrid/2023-09-07/data/listings.parquet.gz) | | 15 | [Food Names](https://public.graphext.com/5aad4c5d6ef140b3/index.html) | 906 | 4 | Business | [Data World](https://data.world/alexandra/generic-food-database) | | 16 | [Holiday Package Sales](https://public.graphext.com/fbc34d3f24282e46/index.html) | 4888 | 20 | Travel and Locations | [Kaggle](https://www.kaggle.com/datasets/susant4learning/holiday-package-purchase-prediction) | | 17 | [Hacker News](https://public.graphext.com/f20501a9d616b5a5/index.html) | 9429 | 20 | Social Networks and Surveys | [Kaggle](https://www.kaggle.com/datasets/hacker-news/hacker-news) | | 18 | [Staff Satisfaction](https://public.graphext.com/6822ac1ce6307fec/index.html) | 14999 | 11 | Business | [Kaggle](https://www.kaggle.com/datasets/mohamedharris/employee-satisfaction-index-dataset) | | 19 | [Aircraft Accidents](https://public.graphext.com/1802117b1b14f5c5/index.html) | 23519 | 23 | Health | [Kaggle](https://www.kaggle.com/datasets/ramjasmaurya/aviation-accidents-history1919-april-2022) | | 20 | [Real Estate Madrid](https://public.graphext.com/5f83ec219a7ea84f/index.html) | 26026 | 59 | Business | [Idealista](https://public.graphext.com/5f83ec219a7ea84f/index.html) | | 21 | [Telco Customer Churn](https://public.graphext.com/362cd8e3e96f70d4/index.html) | 7043 | 21 | Business | [Kaggle](https://www.kaggle.com/datasets/blastchar/telco-customer-churn) | | 22 | [Airbnbs Listings NY](https://public.graphext.com/77265ea3a63e650f/index.html) | 37012 | 33 | Travel and Locations | [Kaggle](https://www.kaggle.com/datasets/dgomonov/new-york-city-airbnb-open-data) | | 23 | [Climate in Madrid](https://public.graphext.com/83a75b4f1cea8df4/index.html?section=data) | 36858 | 26 | Travel and Locations | [AEMET](https://public.graphext.com/83a75b4f1cea8df4/index.html?section=data) | | 24 | [Salary Survey Spain 2018](https://public.graphext.com/24d1e717ba01aa3d/index.html) | 216726 | 29 | Business | [INE](ine.es) | | 25 | [Data Driven SEO ](https://public.graphext.com/4e5b1cac9ebdfa44/index.html) | 62 | 5 | Business | [Graphext](https://www.graphext.com/post/data-driven-seo-a-keyword-optimization-guide-using-web-scraping-co-occurrence-analysis-graphext-deepnote-adwords) | | 26 | [Predicting Wine Quality](https://public.graphext.com/de04acf5d18a9aea/index.html) | 1599 | 12 | Business | [Kaggle](https://www.kaggle.com/datasets/yasserh/wine-quality-dataset) | | 27 | [Supermarket Sales](https://public.graphext.com/9a6742da6a8d8f7f/index.html) | 1000 | 17 | Business | [Kaggle](https://www.kaggle.com/datasets/aungpyaeap/supermarket-sales) | | 28 | [Predict Diabetes](https://public.graphext.com/def4bada27af324c/index.html) | 768 | 9 | Health | [Kaggle](https://www.kaggle.com/datasets/iammustafatz/diabetes-prediction-dataset) | | 29 | [NYTimes World In 2021](https://public.graphext.com/af4c8eef1757973c/index.html?section=data) | 52588 | 5 | Travel and Locations | [New York Times](https://public.graphext.com/af4c8eef1757973c/index.html) | | 30 | [Professionals Kaggle Survey](https://public.graphext.com/3a2e87f90363a85d/index.html) | 19169 | 64 | Business | [Kaggle](https://www.kaggle.com/c/kaggle-survey-2021/data) | | 31 | [Trustpilot Reviews](https://public.graphext.com/367e29432331fbfd/index.html?section=data) | 8020 | 6 | Business | [TrustPilot](https://public.graphext.com/367e29432331fbfd/index.html?section=data) | | 32 | [Delicatessen Customers](https://public.graphext.com/a1687589fbde07bc/index.html) | 2240 | 29 | Business | [Kaggle](https://www.kaggle.com/datasets/rodsaldanha/arketing-campaign) | | 33 | [Employee Attrition](https://public.graphext.com/07a91a15ecf2b8f6/index.html) | 14999 | 11 | Business | [Kaggle(modified)](https://www.kaggle.com/datasets/pavan9065/predicting-employee-attrition) | | 34 | [World Happiness Report 2020](https://public.graphext.com/754c83ff0a7ba087/index.html) | 153 | 20 | Social Networks and Surveys | [World Happiness](https://worldhappiness.report/data/) | | 35 | [Billboard Lyrics](https://public.graphext.com/7e0b009e8d0af719/index.html) | 5100 | 6 | Sports and Entertainment | [Brown University](https://cs.brown.edu/courses/cs100/students/project11/) | | 36 | [US Migrations 2012-2016](https://public.graphext.com/dbdadf87a5c21695/index.html) | 288300 | 9 | Social Networks and Surveys | [US Census](https://www.census.gov/topics/population/migration/guidance/county-to-county-migration-flows.html) | | 37 | [Ted Talks](https://public.graphext.com/07e48466fb670904/index.html) | 4005 | 19 | Social Networks and Surveys | [Kaggle](https://www.kaggle.com/datasets/ashishjangra27/ted-talks) | | 38 | [Stroke Likelihood](https://public.graphext.com/20ccfee9e84948e3/index.html) | 5110 | 12 | Health | [Kaggle](https://www.kaggle.com/datasets/kamilpytlak/personal-key-indicators-of-heart-disease) | | 39 | [Happy Moments](https://public.graphext.com/9b86efff48989701/index.html) | 100535 | 11 | Social Networks and Surveys | [Kaggle](https://www.kaggle.com/datasets/ritresearch/happydb) | | 40 | [Speed Dating](https://public.graphext.com/f1912daad7870be0/index.html) | 8378 | 123 | Social Networks and Surveys | [Kaggle](https://www.kaggle.com/datasets/ulrikthygepedersen/speed-dating) | | 41 | [Airline Mentions X (former Twitter)](https://public.graphext.com/29cb7f73f6e17a38/index.html) | 14640 | 15 | Social Networks and Surveys | [X (former Twitter)](https://public.graphext.com/7e6999327d1f83fd/index.html) | | 42 | [Predict Student Performance](https://public.graphext.com/def4bada27af324c/index.html) | 395 | 33 | Business | [Kaggle](https://www.kaggle.com/datasets/impapan/student-performance-data-set) | | 43 | [Loan Defaults](https://public.graphext.com/0c7fb68ab8071a1f/index.html) | 83656 | 20 | Business | [SBA](https://www.kaggle.com/datasets/mirbektoktogaraev/should-this-loan-be-approved-or-denied) | | 44 | [IMDb Movies](https://public.graphext.com/e23e33774872c496/index.html) | 85855 | 22 | Sports and Entertainment | [Kaggle](https://www.kaggle.com/datasets/harshitshankhdhar/imdb-dataset-of-top-1000-movies-and-tv-shows) | | 45 | [Spotify Song Popularity](https://public.graphext.com/def4bada27af324c/index.html) | 21000 | 19 | Sports and Entertainment | [Spotify](https://www.kaggle.com/datasets/tomigelo/spotify-audio-features) | | 46 | [120 Years Olympics](https://public.graphext.com/e57d5e2f172c9a99/index.html) | 271116 | 15 | Sports and Entertainment | [Kaggle](https://www.kaggle.com/datasets/heesoo37/120-years-of-olympic-history-athletes-and-results) | | 47 | [Bank Customer Churn](https://public.graphext.com/e8f7aeacd209f74a/index.html) | 7088 | 15 | Business | [Kaggle](https://www.kaggle.com/datasets/mathchi/churn-for-bank-customers) | | 48 | [Data Science Salary Data](https://public.graphext.com/4e5b1cac9ebdfa44/index.html) | 742 | 28 | Business | [Kaggle](https://www.kaggle.com/datasets/ruchi798/data-science-job-salaries) | | 49 | [Boris Johnson UK PM Tweets](https://public.graphext.com/f6623a1ca0f41c8e/index.html) | 3220 | 34 | Social Networks and Surveys | [X (former Twitter)](https://public.graphext.com/f6623a1ca0f41c8e/index.html) | | 50 | [ING 2019 X Mentions](https://public.graphext.com/075030310aa702c6/index.html) | 7244 | 22 | Social Networks and Surveys | [X (former Twitter)](https://public.graphext.com/075030310aa702c6/index.html) | | 51 | [Pokemon Features](https://public.graphext.com/f30d4d863a2e6b01/index.html) | 1072 | 13 | Business | [Kaggle](https://www.kaggle.com/datasets/rounakbanik/pokemon) | | 52 | [Professional Map](https://public.graphext.com/70af2240cb751968/index.html) | 1227 | 12 | Business | [Kern et al, PNAS'20](https://github.com/behavioral-ds/VocationMap) | | 53 | [Google Patents](https://public.graphext.com/a262300e31874716/index.html) | 9999 | 20 | Business | [BigQuery](https://www.kaggle.com/datasets/bigquery/patents/data) | | 54 | [Joe Biden Tweets](https://public.graphext.com/33fa2efa41541ab1/index.html) | 491 | 34 | Social Networks and Surveys | [X (former Twitter)](https://public.graphext.com/339cee259f0a9b32/index.html?section=data) | 55 | [German Loans](https://public.graphext.com/d3f5e425e9d4b0a1/index.html) | 1000 | 18 | Business | [Kaggle](https://www.kaggle.com/datasets/uciml/german-credit/data) | | 56 | [Emoji Diet](https://public.graphext.com/e721cc7d790c06d4/index.html) | 58 | 35 | Health | [Kaggle](https://www.kaggle.com/datasets/ofrancisco/emoji-diet-nutritional-data-sr28) | | 57 | [Spain Survey 2015](https://public.graphext.com/90ca7539b160fdfa/index.html?section=data) | 20000 | 45 | Social Networks and Surveys | [CIS](https://public.graphext.com/90ca7539b160fdfa/index.html?section=data) | | 58 | [US Polls 2020](https://public.graphext.com/dbdadf87a5c21695/index.html) | 3523 | 52 | Social Networks and Surveys | [Brandwatch](https://www.brandwatch.com/p/us-election-raw-polling-data/) | | 59 | [Second Hand Cars](https://public.graphext.com/543d0c49d7120ca0/index.html) | 50000 | 21 | Business | [DataMarket](https://www.kaggle.com/datasets/datamarket/venta-de-coches) | | 60 | [Bakery Purchases](https://public.graphext.com/6f2102e80f47a192/index.html) | 20507 | 5 | Business | [Kaggle](https://www.kaggle.com/code/xvivancos/market-basket-analysis/report) | | 61 | [Disneyland Customer Reviews](https://public.graphext.com/b1037bb566b7b316/index.html) | 42656 | 6 | Travel and Locations | [Kaggle](https://www.kaggle.com/datasets/arushchillar/disneyland-reviews) | | 62 | [Trump Tweets](https://public.graphext.com/7aff94c3b7f159fc/index.html) | 15039 | 20 | Social Networks and Surveys | [X (former Twitter)](https://public.graphext.com/be903c098a90e46f/index.html?section=data) | | 63 | [Influencers](https://public.graphext.com/e097f1ea03d761a9/index.html) | 1039 | 14 | Social Networks and Surveys | [X (former Twitter)](https://public.graphext.com/e097f1ea03d761a9/index.html) | | 64 | [Clustering Zoo Animals](https://public.graphext.com/d1b66902e46a712a/index.html) | 101 | 18 | Health | [Kaggle](https://www.kaggle.com/datasets/jirkadaberger/zoo-animals) | | 65 | [RFM Analysis](https://public.graphext.com/4db2e54e29006a21/index.html) | 541909 | 8 | Business | [UCI ML](https://www.kaggle.com/datasets/carrie1/ecommerce-data) | ## 🏗️ Folder structure Each folder represents one dataset. You will find the following files within: * all.parquet: the processed data, with each column tagged with our typing system, in [parquet](https://arrow.apache.org/docs/python/parquet.html). * qa.parquet: contains the human-made set of questions, tagged by type and columns used, for the dataset (sample_answer indicates the answers for DataBench lite) * sample.parquet: sample containing 20 rows of the original dataset (DataBench lite) * info.yml: additional information about the dataset ## 🗂️ Column typing system In an effort to map the stage for later analysis, we have categorized the columns by type. This information allows us to segment different kinds of data so that we can subsequently analyze the model's behavior on each column type separately. All parquet files have been casted to their smallest viable data type using the open source [Lector](https://github.com/graphext/lector) reader. What this means is that in the data types we have more granular information that allows us to know if the column contains NaNs or not (following panda’s convention of Int vs int), as well as whether small numerical values contain negatives (Uint vs int) and their range. We also have dates with potential timezone information (although for now they’re all UTC), as well as information about categories’ cardinality coming from the arrow types. In the table below you can see all the data types assigned to each column, as well as the number of columns for each type. The most common data types are numbers and categories with 1336 columns of the total of 1615 included in DataBench. These are followed by some other more rare types as urls, booleans, dates or lists of elements. | Type | Columns | Example | | -------------- | ------- | ----------------------- | | number | 788 | 55 | | category | 548 | apple | | date | 50 | 1970-01-01 | | text | 46 | A red fox ran... | | url | 31 | google.com | | boolean | 18 | True | | list[number] | 14 | [1,2,3] | | list[category] | 112 | [apple, orange, banana] | | list[url] | 8 | [google.com, apple.com] | ## 🔗 Reference You can download the paper [here](https://huggingface.co/datasets/cardiffnlp/databench/resolve/main/Databench-LREC-Coling-2024.pdf). If you use this resource, please use the following reference: ``` @inproceedings{oses-etal-2024-databench, title = "Question Answering over Tabular Data with DataBench: A Large-Scale Empirical Evaluation of LLMs", author = "Jorge Osés Grijalba and Luis Alfonso Ureña-López and Eugenio Martínez Cámara and Jose Camacho-Collados", booktitle = "Proceedings of LREC-COLING 2024", year = "2024", address = "Turin, Italy" } ```
fixie-ai/librispeech_asr
fixie-ai
"2024-08-05T18:38:33Z"
17,737
2
[ "language:en", "size_categories:100K<n<1M", "format:parquet", "modality:audio", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-07-19T02:34:30Z"
--- language: - en dataset_info: - config_name: clean features: - name: file dtype: string - name: audio dtype: audio: sampling_rate: 16000 - name: text dtype: string - name: speaker_id dtype: int64 - name: chapter_id dtype: int64 - name: id dtype: string - name: continuation dtype: string splits: - name: test num_bytes: 623948478.48 num_examples: 2620 - name: validation num_bytes: 622190064.956 num_examples: 2703 - name: train.360 num_bytes: 41953890926.124 num_examples: 104014 - name: train.100 num_bytes: 11606313661.774 num_examples: 28539 download_size: 53886816833 dataset_size: 54806343131.334 - config_name: other features: - name: file dtype: string - name: audio dtype: audio: sampling_rate: 16000 - name: text dtype: string - name: speaker_id dtype: int64 - name: chapter_id dtype: int64 - name: id dtype: string - name: continuation dtype: string splits: - name: train.500 num_bytes: 57330687390.808 num_examples: 148688 - name: validation num_bytes: 591511495.496 num_examples: 2864 - name: test num_bytes: 616939198.113 num_examples: 2939 download_size: 57019309170 dataset_size: 58539138084.417 configs: - config_name: clean data_files: - split: test path: clean/test-* - split: validation path: clean/validation-* - split: train.360 path: clean/train.360-* - split: train.100 path: clean/train.100-* - config_name: other data_files: - split: train.500 path: other/train.500-* - split: validation path: other/validation-* - split: test path: other/test-* ---
Upabjojr/elevation-data-ASTER-compressed-retiled
Upabjojr
"2024-07-22T13:04:07Z"
17,442
0
[ "license:apache-2.0", "region:us" ]
null
"2024-07-20T10:05:04Z"
--- license: apache-2.0 pretty_name: Elevation data from ASTER GDEM compressed and retiled --- # World elevation dataset High resolution dataset containing the world elevation above the sea level in meters. See python example to get the estimated elevation from a coordinate. ## Info This dataset comprises global elevation data sourced from [ASTER GDEM](https://asterweb.jpl.nasa.gov/GDEM.asp), which has been compressed and retiled for efficiency. The retiled data adheres to the common web map tile convention used by platforms such as OpenStreetMap, Google Maps, and Bing Maps, providing compatibility with zoom level 8 tiles. More details on this tiling system can be found on the [OpenStreetMap wiki](https://wiki.openstreetmap.org/wiki/Slippy_map_tilenames). To minimize data size, a unique compression technique was utilized, encoding the elevation data into a combination of JPG and PNG images. This innovative method reduced the dataset size significantly, from approximately 560 gigabytes to just 22 gigabytes, with minimal loss of information. ## Usage Install by cloning the project from github: ```shell git clone https://github.com/Upabjojr/peaknav-tools cd peaknav-tools pip install -e . ``` Example usage, get the estimated elevation of Mount Mitchell, North Carolina, in meters: ```python from peaknav_tools import get_elevation_from_coordinates get_elevation_from_coordinates(35.7649563, -82.2651155) ``` Currently, this returns an elevation of 2024 meters for this coordinate (the actual elevation of Mount Mitchell is 2038 meters). The elevation error typically ranges between 10-20 meters. ## References This dataset has been generously donated by the [PeakNav](https://peaknav.com) app. Citation of the source data: ``` NASA/METI/AIST/Japan Spacesystems, and U.S./Japan ASTER Science Team. ASTER Global Digital Elevation Model V003. 2018, distributed by NASA EOSDIS Land Processes DAAC, https://doi.org/10.5067/ASTER/ASTGTM.003 ```
fixie-ai/peoples_speech
fixie-ai
"2024-08-11T17:26:01Z"
17,431
2
[ "size_categories:1M<n<10M", "format:parquet", "modality:audio", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-08-05T18:35:01Z"
--- dataset_info: - config_name: clean features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 16000 - name: duration_ms dtype: int32 - name: text dtype: string - name: continuation dtype: string splits: - name: validation num_bytes: 2511523987.692 num_examples: 18622 - name: test num_bytes: 4259695510.794 num_examples: 34898 - name: train num_bytes: 401646320552.671 num_examples: 1501271 download_size: 398922548670 dataset_size: 408417540051 - config_name: dirty_sa features: - name: id dtype: string - name: audio dtype: audio: sampling_rate: 16000 - name: duration_ms dtype: int32 - name: text dtype: string - name: continuation dtype: string splits: - name: train num_bytes: 144432442623.054 num_examples: 548014 - name: validation num_bytes: 2511524241.692 num_examples: 18622 - name: test num_bytes: 4259695588.794 num_examples: 34898 download_size: 149491764186 dataset_size: 151203662453.53998 configs: - config_name: clean data_files: - split: validation path: clean/validation-* - split: test path: clean/test-* - split: train path: data/train-* - config_name: dirty_sa data_files: - split: train path: dirty_sa/train-* - split: validation path: dirty_sa/validation-* - split: test path: dirty_sa/test-* ---
MU-NLPC/Calc-svamp
MU-NLPC
"2023-10-30T15:05:26Z"
17,398
0
[ "task_categories:text-generation", "language:en", "license:mit", "size_categories:1K<n<10K", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "arxiv:2305.15017", "region:us", "math world problems", "math", "arithmetics" ]
[ "text-generation" ]
"2023-09-08T14:56:46Z"
--- language: - en license: mit size_categories: - n<1K task_categories: - text-generation tags: - math world problems - math - arithmetics dataset_info: - config_name: default features: - name: id dtype: string - name: question dtype: string - name: chain dtype: string - name: result dtype: string - name: result_float dtype: float64 - name: equation dtype: string - name: problem_type dtype: string splits: - name: test num_bytes: 335744 num_examples: 1000 download_size: 116449 dataset_size: 335744 - config_name: original-splits features: - name: id dtype: string - name: question dtype: string - name: chain dtype: string - name: result dtype: string - name: result_float dtype: float64 - name: equation dtype: string - name: problem_type dtype: string splits: - name: test num_bytes: 335744 num_examples: 1000 download_size: 116449 dataset_size: 335744 configs: - config_name: default data_files: - split: test path: data/test-* - config_name: original-splits data_files: - split: test path: original-splits/test-* --- # Dataset Card for Calc-SVAMP ## Summary The dataset is a collection of simple math word problems focused on arithmetics. It is derived from <https://github.com/arkilpatel/SVAMP/>. The main addition in this dataset variant is the `chain` column. It was created by converting the solution to a simple html-like language that can be easily parsed (e.g. by BeautifulSoup). The data contains 3 types of tags: - gadget: A tag whose content is intended to be evaluated by calling an external tool (sympy-based calculator in this case) - output: An output of the external tool - result: The final answer to the mathematical problem (a number) ## Supported Tasks This variant of the dataset is intended for training Chain-of-Thought reasoning models able to use external tools to enhance the factuality of their responses. This dataset presents in-context scenarios where models can outsource the computations in the reasoning chain to a calculator. ## Construction process We created the dataset by converting the **equation** attribute in the original dataset to a sequence (chain) of calculations, with final one being the result to the math problem. We also perform in-dataset and cross-dataset data-leak detection within the [Calc-X collection](https://huggingface.co/collections/MU-NLPC/calc-x-652fee9a6b838fd820055483). However, for SVAMP specifically, we detected no data leaks and filtered no data. ## Content and data splits The dataset contains the same data instances as the original dataset except for a correction of inconsistency between `equation` and `answer` in one data instance. To the best of our knowledge, the original dataset does not contain an official train-test split. We treat the whole dataset as a testing benchmark. ## Attributes: - **id**: problem id from the original dataset - **question**: the question intended to answer - **chain**: series of simple operations (derived from `equation`) that leads to the solution - **result**: the result (number) as a string - **result_float**: result converted to a floating point - **equation**: a nested expression that evaluates to the correct result - **problem_type**: a category of the problem Attributes **id**, **question**, **chain**, and **result** are present in all datasets in [Calc-X collection](https://huggingface.co/collections/MU-NLPC/calc-x-652fee9a6b838fd820055483). ## Related work This dataset was created as a part of a larger effort in training models capable of using a calculator during inference, which we call Calcformers. - [**Calc-X collection**](https://huggingface.co/collections/MU-NLPC/calc-x-652fee9a6b838fd820055483) - datasets for training Calcformers - [**Calcformers collection**](https://huggingface.co/collections/MU-NLPC/calcformers-65367392badc497807b3caf5) - calculator-using models we trained and published on HF - [**Calc-X and Calcformers paper**](https://arxiv.org/abs/2305.15017) - [**Calc-X and Calcformers repo**](https://github.com/prompteus/calc-x) Here are links to the original dataset: - [**original SVAMP dataset and repo**](https://github.com/arkilpatel/SVAMP/) - [**original SVAMP paper**](https://www.semanticscholar.org/paper/Are-NLP-Models-really-able-to-Solve-Simple-Math-Patel-Bhattamishra/13c4e5a6122f3fa2663f63e49537091da6532f35) ## Licence MIT, consistent with the original source dataset linked above. ## Cite If you use this version of dataset in research, please cite the original [SVAMP paper](https://www.semanticscholar.org/paper/Are-NLP-Models-really-able-to-Solve-Simple-Math-Patel-Bhattamishra/13c4e5a6122f3fa2663f63e49537091da6532f35), and [Calc-X collection](https://arxiv.org/abs/2305.15017) as follows: ```bibtex @inproceedings{kadlcik-etal-2023-soft, title = "Calc-X and Calcformers: Empowering Arithmetical Chain-of-Thought through Interaction with Symbolic Systems", author = "Marek Kadlčík and Michal Štefánik and Ondřej Sotolář and Vlastimil Martinek", booktitle = "Proceedings of the The 2023 Conference on Empirical Methods in Natural Language Processing: Main track", month = dec, year = "2023", address = "Singapore, Singapore", publisher = "Association for Computational Linguistics", url = "https://arxiv.org/abs/2305.15017", } ```
Helsinki-NLP/euconst
Helsinki-NLP
"2024-02-27T09:42:27Z"
17,252
8
[ "task_categories:translation", "annotations_creators:found", "language_creators:found", "multilinguality:multilingual", "source_datasets:original", "language:cs", "language:da", "language:de", "language:el", "language:en", "language:es", "language:et", "language:fi", "language:fr", "language:ga", "language:hu", "language:it", "language:lt", "language:lv", "language:mt", "language:nl", "language:pl", "language:pt", "language:sk", "language:sl", "language:sv", "license:unknown", "size_categories:1M<n<10M", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us" ]
[ "translation" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - found language_creators: - found language: - cs - da - de - el - en - es - et - fi - fr - ga - hu - it - lt - lv - mt - nl - pl - pt - sk - sl - sv license: - unknown multilinguality: - multilingual size_categories: - 10K<n<100K source_datasets: - original task_categories: - translation task_ids: [] pretty_name: OPUS EUconst dataset_info: - config_name: cs-da features: - name: translation dtype: translation: languages: - cs - da splits: - name: train num_bytes: 1855304 num_examples: 10554 download_size: 882168 dataset_size: 1855304 - config_name: cs-de features: - name: translation dtype: translation: languages: - cs - de splits: - name: train num_bytes: 1817177 num_examples: 8844 download_size: 854414 dataset_size: 1817177 - config_name: cs-el features: - name: translation dtype: translation: languages: - cs - el splits: - name: train num_bytes: 2690296 num_examples: 10072 download_size: 1142620 dataset_size: 2690296 - config_name: cs-en features: - name: translation dtype: translation: languages: - cs - en splits: - name: train num_bytes: 1850944 num_examples: 9954 download_size: 867071 dataset_size: 1850944 - config_name: cs-es features: - name: translation dtype: translation: languages: - cs - es splits: - name: train num_bytes: 1945302 num_examples: 10023 download_size: 912130 dataset_size: 1945302 - config_name: cs-et features: - name: translation dtype: translation: languages: - cs - et splits: - name: train num_bytes: 1774469 num_examples: 10037 download_size: 877105 dataset_size: 1774469 - config_name: cs-fi features: - name: translation dtype: translation: languages: - cs - fi splits: - name: train num_bytes: 1849788 num_examples: 9848 download_size: 889621 dataset_size: 1849788 - config_name: cs-fr features: - name: translation dtype: translation: languages: - cs - fr splits: - name: train num_bytes: 1919485 num_examples: 10160 download_size: 908068 dataset_size: 1919485 - config_name: cs-ga features: - name: translation dtype: translation: languages: - cs - ga splits: - name: train num_bytes: 1967620 num_examples: 10126 download_size: 927945 dataset_size: 1967620 - config_name: cs-hu features: - name: translation dtype: translation: languages: - cs - hu splits: - name: train num_bytes: 1852201 num_examples: 8586 download_size: 879670 dataset_size: 1852201 - config_name: cs-it features: - name: translation dtype: translation: languages: - cs - it splits: - name: train num_bytes: 1883757 num_examples: 10081 download_size: 902650 dataset_size: 1883757 - config_name: cs-lt features: - name: translation dtype: translation: languages: - cs - lt splits: - name: train num_bytes: 1789406 num_examples: 10008 download_size: 886454 dataset_size: 1789406 - config_name: cs-lv features: - name: translation dtype: translation: languages: - cs - lv splits: - name: train num_bytes: 1826158 num_examples: 10144 download_size: 891607 dataset_size: 1826158 - config_name: cs-mt features: - name: translation dtype: translation: languages: - cs - mt splits: - name: train num_bytes: 1923005 num_examples: 10122 download_size: 909276 dataset_size: 1923005 - config_name: cs-nl features: - name: translation dtype: translation: languages: - cs - nl splits: - name: train num_bytes: 1928472 num_examples: 10021 download_size: 906311 dataset_size: 1928472 - config_name: cs-pl features: - name: translation dtype: translation: languages: - cs - pl splits: - name: train num_bytes: 1888530 num_examples: 10029 download_size: 917552 dataset_size: 1888530 - config_name: cs-pt features: - name: translation dtype: translation: languages: - cs - pt splits: - name: train num_bytes: 1771483 num_examples: 10970 download_size: 849861 dataset_size: 1771483 - config_name: cs-sk features: - name: translation dtype: translation: languages: - cs - sk splits: - name: train num_bytes: 1875901 num_examples: 10631 download_size: 932830 dataset_size: 1875901 - config_name: cs-sl features: - name: translation dtype: translation: languages: - cs - sl splits: - name: train num_bytes: 1679327 num_examples: 8860 download_size: 839034 dataset_size: 1679327 - config_name: cs-sv features: - name: translation dtype: translation: languages: - cs - sv splits: - name: train num_bytes: 1860695 num_examples: 10003 download_size: 887009 dataset_size: 1860695 - config_name: da-de features: - name: translation dtype: translation: languages: - da - de splits: - name: train num_bytes: 1867118 num_examples: 9001 download_size: 847720 dataset_size: 1867118 - config_name: da-el features: - name: translation dtype: translation: languages: - da - el splits: - name: train num_bytes: 2764595 num_examples: 10317 download_size: 1136083 dataset_size: 2764595 - config_name: da-en features: - name: translation dtype: translation: languages: - da - en splits: - name: train num_bytes: 1865851 num_examples: 10033 download_size: 841670 dataset_size: 1865851 - config_name: da-es features: - name: translation dtype: translation: languages: - da - es splits: - name: train num_bytes: 1979041 num_examples: 10227 download_size: 889140 dataset_size: 1979041 - config_name: da-et features: - name: translation dtype: translation: languages: - da - et splits: - name: train num_bytes: 1802112 num_examples: 10166 download_size: 854688 dataset_size: 1802112 - config_name: da-fi features: - name: translation dtype: translation: languages: - da - fi splits: - name: train num_bytes: 1932682 num_examples: 10176 download_size: 890624 dataset_size: 1932682 - config_name: da-fr features: - name: translation dtype: translation: languages: - da - fr splits: - name: train num_bytes: 1966731 num_examples: 10410 download_size: 894321 dataset_size: 1966731 - config_name: da-ga features: - name: translation dtype: translation: languages: - da - ga splits: - name: train num_bytes: 1996338 num_examples: 10205 download_size: 905528 dataset_size: 1996338 - config_name: da-hu features: - name: translation dtype: translation: languages: - da - hu splits: - name: train num_bytes: 1880269 num_examples: 8702 download_size: 856913 dataset_size: 1880269 - config_name: da-it features: - name: translation dtype: translation: languages: - da - it splits: - 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config_name: da-pt features: - name: translation dtype: translation: languages: - da - pt splits: - name: train num_bytes: 1818077 num_examples: 10910 download_size: 826694 dataset_size: 1818077 - config_name: da-sk features: - name: translation dtype: translation: languages: - da - sk splits: - name: train num_bytes: 1942975 num_examples: 10685 download_size: 917692 dataset_size: 1942975 - config_name: da-sl features: - name: translation dtype: translation: languages: - da - sl splits: - name: train num_bytes: 1686933 num_examples: 8891 download_size: 811534 dataset_size: 1686933 - config_name: da-sv features: - name: translation dtype: translation: languages: - da - sv splits: - name: train num_bytes: 1909105 num_examples: 10238 download_size: 871025 dataset_size: 1909105 - config_name: de-el features: - name: translation dtype: translation: languages: - de - el splits: - name: train num_bytes: 2651154 num_examples: 8865 download_size: 1092934 dataset_size: 2651154 - config_name: de-en features: - 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config_name: de-nl features: - name: translation dtype: translation: languages: - de - nl splits: - name: train num_bytes: 1985160 num_examples: 8938 download_size: 885866 dataset_size: 1985160 - config_name: de-pl features: - name: translation dtype: translation: languages: - de - pl splits: - name: train num_bytes: 1926133 num_examples: 8866 download_size: 890832 dataset_size: 1926133 - config_name: de-pt features: - name: translation dtype: translation: languages: - de - pt splits: - name: train num_bytes: 1758873 num_examples: 8963 download_size: 801282 dataset_size: 1758873 - config_name: de-sk features: - name: translation dtype: translation: languages: - de - sk splits: - name: train num_bytes: 1881934 num_examples: 9033 download_size: 885844 dataset_size: 1881934 - config_name: de-sl features: - name: translation dtype: translation: languages: - de - sl splits: - name: train num_bytes: 1857160 num_examples: 8713 download_size: 878808 dataset_size: 1857160 - config_name: de-sv features: - 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el - fr splits: - name: train num_bytes: 2875614 num_examples: 10315 download_size: 1179593 dataset_size: 2875614 - config_name: el-ga features: - name: translation dtype: translation: languages: - el - ga splits: - name: train num_bytes: 2861197 num_examples: 10094 download_size: 1170946 dataset_size: 2861197 - config_name: el-hu features: - name: translation dtype: translation: languages: - el - hu splits: - name: train num_bytes: 2679785 num_examples: 8745 download_size: 1117097 dataset_size: 2679785 - config_name: el-it features: - name: translation dtype: translation: languages: - el - it splits: - name: train num_bytes: 2851750 num_examples: 10303 download_size: 1183614 dataset_size: 2851750 - config_name: el-lt features: - name: translation dtype: translation: languages: - el - lt splits: - name: train num_bytes: 2754237 num_examples: 10208 download_size: 1155961 dataset_size: 2754237 - config_name: el-lv features: - name: translation dtype: translation: languages: - el - lv splits: - 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ga - it splits: - name: train num_bytes: 2055478 num_examples: 10052 download_size: 936219 dataset_size: 2055478 - config_name: ga-lt features: - name: translation dtype: translation: languages: - ga - lt splits: - name: train num_bytes: 2008421 num_examples: 10202 download_size: 933058 dataset_size: 2008421 - config_name: ga-lv features: - name: translation dtype: translation: languages: - ga - lv splits: - name: train num_bytes: 2030196 num_examples: 10233 download_size: 937958 dataset_size: 2030196 - config_name: ga-mt features: - name: translation dtype: translation: languages: - ga - mt splits: - name: train num_bytes: 2110424 num_examples: 10192 download_size: 949143 dataset_size: 2110424 - config_name: ga-nl features: - name: translation dtype: translation: languages: - ga - nl splits: - name: train num_bytes: 2115637 num_examples: 10092 download_size: 943066 dataset_size: 2115637 - config_name: ga-pl features: - name: translation dtype: translation: languages: - ga - pl splits: - name: train num_bytes: 2097950 num_examples: 10127 download_size: 967798 dataset_size: 2097950 - config_name: ga-pt features: - name: translation dtype: translation: languages: - ga - pt splits: - name: train num_bytes: 1897617 num_examples: 10228 download_size: 863918 dataset_size: 1897617 - config_name: ga-sk features: - name: translation dtype: translation: languages: - ga - sk splits: - name: train num_bytes: 2002878 num_examples: 10160 download_size: 944028 dataset_size: 2002878 - config_name: ga-sl features: - name: translation dtype: translation: languages: - ga - sl splits: - name: train num_bytes: 1826052 num_examples: 8880 download_size: 868372 dataset_size: 1826052 - config_name: ga-sv features: - name: translation dtype: translation: languages: - ga - sv splits: - name: train num_bytes: 2066653 num_examples: 10141 download_size: 929103 dataset_size: 2066653 - config_name: hu-it features: - name: translation dtype: translation: languages: - hu - it splits: - name: train num_bytes: 1986226 num_examples: 8743 download_size: 907115 dataset_size: 1986226 - config_name: hu-lt features: - name: translation dtype: translation: languages: - hu - lt splits: - name: train num_bytes: 1923745 num_examples: 8773 download_size: 900071 dataset_size: 1923745 - config_name: hu-lv features: - name: translation dtype: translation: languages: - hu - lv splits: - name: train num_bytes: 1894387 num_examples: 8805 download_size: 878308 dataset_size: 1894387 - config_name: hu-mt features: - name: translation dtype: translation: languages: - hu - mt splits: - name: train num_bytes: 2008547 num_examples: 8746 download_size: 913462 dataset_size: 2008547 - config_name: hu-nl features: - name: translation dtype: translation: languages: - hu - nl splits: - name: train num_bytes: 2043602 num_examples: 8768 download_size: 917428 dataset_size: 2043602 - config_name: hu-pl features: - name: translation dtype: translation: languages: - hu - pl splits: - name: train num_bytes: 2000937 num_examples: 8746 download_size: 927826 dataset_size: 2000937 - config_name: hu-pt features: - name: translation dtype: translation: languages: - hu - pt splits: - name: train num_bytes: 1763574 num_examples: 8671 download_size: 805949 dataset_size: 1763574 - config_name: hu-sk features: - name: translation dtype: translation: languages: - hu - sk splits: - name: train num_bytes: 1920581 num_examples: 8754 download_size: 907933 dataset_size: 1920581 - config_name: hu-sl features: - name: translation dtype: translation: languages: - hu - sl splits: - name: train num_bytes: 1931128 num_examples: 8822 download_size: 912107 dataset_size: 1931128 - config_name: hu-sv features: - name: translation dtype: translation: languages: - hu - sv splits: - name: train num_bytes: 1975300 num_examples: 8737 download_size: 895757 dataset_size: 1975300 - config_name: it-lt features: - name: translation dtype: translation: languages: - it - lt splits: - name: train num_bytes: 1961986 num_examples: 10310 download_size: 929870 dataset_size: 1961986 - config_name: it-lv features: - name: translation dtype: translation: languages: - it - lv splits: - name: train num_bytes: 1947080 num_examples: 10228 download_size: 913541 dataset_size: 1947080 - config_name: it-mt features: - name: translation dtype: translation: languages: - it - mt splits: - name: train num_bytes: 2062116 num_examples: 10284 download_size: 944887 dataset_size: 2062116 - config_name: it-nl features: - name: translation dtype: translation: languages: - it - nl splits: - name: train num_bytes: 2098002 num_examples: 10354 download_size: 951428 dataset_size: 2098002 - config_name: it-pl features: - name: translation dtype: translation: languages: - it - pl splits: - name: train num_bytes: 2035116 num_examples: 10225 download_size: 957608 dataset_size: 2035116 - config_name: it-pt features: - name: translation dtype: translation: languages: - it - pt splits: - name: train num_bytes: 1828993 num_examples: 10249 download_size: 846321 dataset_size: 1828993 - config_name: it-sk features: - name: translation dtype: translation: languages: - it - sk splits: - name: train num_bytes: 1959836 num_examples: 10322 download_size: 940863 dataset_size: 1959836 - config_name: it-sl features: - name: translation dtype: translation: languages: - it - sl splits: - name: train num_bytes: 1782305 num_examples: 8916 download_size: 854815 dataset_size: 1782305 - config_name: it-sv features: - name: translation dtype: translation: languages: - it - sv splits: - name: train num_bytes: 2007037 num_examples: 10226 download_size: 917837 dataset_size: 2007037 - config_name: lt-lv features: - name: translation dtype: translation: languages: - lt - lv splits: - name: train num_bytes: 1887975 num_examples: 10355 download_size: 909949 dataset_size: 1887975 - config_name: lt-mt features: - name: translation dtype: translation: languages: - lt - mt splits: - name: train num_bytes: 2004354 num_examples: 10407 download_size: 938762 dataset_size: 2004354 - config_name: lt-nl features: - name: translation dtype: translation: languages: - lt - nl splits: - name: train num_bytes: 2010313 num_examples: 10309 download_size: 936534 dataset_size: 2010313 - config_name: lt-pl features: - name: translation dtype: translation: languages: - lt - pl splits: - name: train num_bytes: 1962612 num_examples: 10255 download_size: 943427 dataset_size: 1962612 - config_name: lt-pt features: - name: translation dtype: translation: languages: - lt - pt splits: - name: train num_bytes: 1750705 num_examples: 10260 download_size: 833188 dataset_size: 1750705 - config_name: lt-sk features: - name: translation dtype: translation: languages: - lt - sk splits: - name: train num_bytes: 1896747 num_examples: 10395 download_size: 933220 dataset_size: 1896747 - config_name: lt-sl features: - name: translation dtype: translation: languages: - lt - sl splits: - name: train num_bytes: 1710637 num_examples: 8912 download_size: 842954 dataset_size: 1710637 - config_name: lt-sv features: - name: translation dtype: translation: languages: - lt - sv splits: - name: train num_bytes: 1928019 num_examples: 10208 download_size: 904726 dataset_size: 1928019 - config_name: lv-mt features: - name: translation dtype: translation: languages: - lv - mt splits: - name: train num_bytes: 1971552 num_examples: 10231 download_size: 915287 dataset_size: 1971552 - config_name: lv-nl features: - name: translation dtype: translation: languages: - lv - nl splits: - name: train num_bytes: 1981763 num_examples: 10160 download_size: 909517 dataset_size: 1981763 - config_name: lv-pl features: - name: translation dtype: translation: languages: - lv - pl splits: - name: train num_bytes: 1933701 num_examples: 10106 download_size: 920024 dataset_size: 1933701 - config_name: lv-pt features: - name: translation dtype: translation: languages: - lv - pt splits: - name: train num_bytes: 1739234 num_examples: 10257 download_size: 819263 dataset_size: 1739234 - config_name: lv-sk features: - name: translation dtype: translation: languages: - lv - sk splits: - name: train num_bytes: 1866619 num_examples: 10234 download_size: 909967 dataset_size: 1866619 - config_name: lv-sl features: - name: translation dtype: translation: languages: - lv - sl splits: - name: train num_bytes: 1706708 num_examples: 8939 download_size: 836300 dataset_size: 1706708 - config_name: lv-sv features: - name: translation dtype: translation: languages: - lv - sv splits: - name: train num_bytes: 1903467 num_examples: 10083 download_size: 886655 dataset_size: 1903467 - config_name: mt-nl features: - name: translation dtype: translation: languages: - mt - nl splits: - name: train num_bytes: 2113163 num_examples: 10281 download_size: 947706 dataset_size: 2113163 - config_name: mt-pl features: - name: translation dtype: translation: languages: - mt - pl splits: - name: train num_bytes: 2068082 num_examples: 10232 download_size: 959844 dataset_size: 2068082 - config_name: mt-pt features: - name: translation dtype: translation: languages: - mt - pt splits: - name: train num_bytes: 1842898 num_examples: 10278 download_size: 845671 dataset_size: 1842898 - config_name: mt-sk features: - name: translation dtype: translation: languages: - mt - sk splits: - name: train num_bytes: 1997330 num_examples: 10344 download_size: 948776 dataset_size: 1997330 - config_name: mt-sl features: - name: translation dtype: translation: languages: - mt - sl splits: - name: train num_bytes: 1795027 num_examples: 8892 download_size: 856085 dataset_size: 1795027 - config_name: mt-sv features: - name: translation dtype: translation: languages: - mt - sv splits: - name: train num_bytes: 2031237 num_examples: 10211 download_size: 917842 dataset_size: 2031237 - config_name: nl-pl features: - name: translation dtype: translation: languages: - nl - pl splits: - name: train num_bytes: 2090781 num_examples: 10244 download_size: 966420 dataset_size: 2090781 - config_name: nl-pt features: - name: translation dtype: translation: languages: - nl - pt splits: - name: train num_bytes: 1838407 num_examples: 10080 download_size: 832162 dataset_size: 1838407 - config_name: nl-sk features: - name: translation dtype: translation: languages: - nl - sk splits: - name: train num_bytes: 2018759 num_examples: 10333 download_size: 949531 dataset_size: 2018759 - config_name: nl-sl features: - name: translation dtype: translation: languages: - nl - sl splits: - name: train num_bytes: 1831790 num_examples: 8969 download_size: 865166 dataset_size: 1831790 - config_name: nl-sv features: - name: translation dtype: translation: languages: - nl - sv splits: - name: train num_bytes: 2061249 num_examples: 10232 download_size: 923554 dataset_size: 2061249 - config_name: pl-pt features: - name: translation dtype: translation: languages: - pl - pt splits: - name: train num_bytes: 1825006 num_examples: 10157 download_size: 857123 dataset_size: 1825006 - config_name: pl-sk features: - name: translation dtype: translation: languages: - pl - sk splits: - name: train num_bytes: 1974134 num_examples: 10335 download_size: 961962 dataset_size: 1974134 - config_name: pl-sl features: - name: translation dtype: translation: languages: - pl - sl splits: - name: train num_bytes: 1781013 num_examples: 8819 download_size: 869217 dataset_size: 1781013 - config_name: pl-sv features: - name: translation dtype: translation: languages: - pl - sv splits: - name: train num_bytes: 2016862 num_examples: 10147 download_size: 932545 dataset_size: 2016862 - config_name: pt-sk features: - name: translation dtype: translation: languages: - pt - sk splits: - name: train num_bytes: 1782241 num_examples: 10597 download_size: 851561 dataset_size: 1782241 - config_name: pt-sl features: - name: translation dtype: translation: languages: - pt - sl splits: - name: train num_bytes: 1557343 num_examples: 8988 download_size: 756975 dataset_size: 1557343 - config_name: pt-sv features: - name: translation dtype: translation: languages: - pt - sv splits: - name: train num_bytes: 1760626 num_examples: 10026 download_size: 811206 dataset_size: 1760626 - config_name: sk-sl features: - name: translation dtype: translation: languages: - sk - sl splits: - name: train num_bytes: 1712582 num_examples: 9051 download_size: 856239 dataset_size: 1712582 - config_name: sk-sv features: - name: translation dtype: translation: languages: - sk - sv splits: - name: train num_bytes: 1937070 num_examples: 10253 download_size: 918866 dataset_size: 1937070 - config_name: sl-sv features: - name: translation dtype: translation: languages: - sl - sv splits: - name: train num_bytes: 1750290 num_examples: 8816 download_size: 833320 dataset_size: 1750290 configs: - config_name: cs-da data_files: - split: train path: cs-da/train-* - config_name: cs-de data_files: - split: train path: cs-de/train-* - config_name: cs-el data_files: - split: train path: cs-el/train-* - config_name: cs-en data_files: - split: train path: cs-en/train-* - config_name: cs-es data_files: - split: train path: cs-es/train-* - config_name: cs-et data_files: - split: train path: cs-et/train-* - config_name: cs-fi data_files: - split: train path: cs-fi/train-* - config_name: cs-fr data_files: - split: train path: cs-fr/train-* - config_name: cs-ga data_files: - split: train path: cs-ga/train-* - config_name: cs-hu data_files: - split: train path: cs-hu/train-* - config_name: cs-it data_files: - split: train path: cs-it/train-* - config_name: cs-lt data_files: - split: train path: cs-lt/train-* - config_name: cs-lv data_files: - split: train path: cs-lv/train-* - config_name: cs-mt data_files: - split: train path: cs-mt/train-* - config_name: cs-nl data_files: - split: train path: cs-nl/train-* - config_name: cs-pl data_files: - split: train path: cs-pl/train-* - config_name: cs-pt data_files: - split: train path: cs-pt/train-* - config_name: cs-sk data_files: - split: train path: cs-sk/train-* - config_name: cs-sl data_files: - split: train path: cs-sl/train-* - config_name: cs-sv data_files: - split: train path: cs-sv/train-* - config_name: da-de data_files: - split: train path: da-de/train-* - config_name: da-el data_files: - split: train path: da-el/train-* - config_name: da-en data_files: - split: train path: da-en/train-* - config_name: da-es data_files: - split: train path: da-es/train-* - config_name: da-et data_files: - split: train path: da-et/train-* - config_name: da-fi data_files: - split: train path: da-fi/train-* - config_name: da-fr data_files: - split: train path: da-fr/train-* - config_name: da-ga data_files: - split: train path: da-ga/train-* - config_name: da-hu data_files: - split: train path: da-hu/train-* - config_name: da-it data_files: - split: train path: da-it/train-* - config_name: da-lt data_files: - split: train path: da-lt/train-* - config_name: da-lv data_files: - split: train path: da-lv/train-* - config_name: da-mt data_files: - split: train path: da-mt/train-* - config_name: da-nl data_files: - split: train path: da-nl/train-* - config_name: da-pl data_files: - split: train path: da-pl/train-* - config_name: da-pt data_files: - split: train path: da-pt/train-* - config_name: da-sk data_files: - split: train path: da-sk/train-* - config_name: da-sl data_files: - split: train path: da-sl/train-* - config_name: da-sv data_files: - split: train path: da-sv/train-* - config_name: de-el data_files: - split: train path: de-el/train-* - config_name: de-en data_files: - split: train path: de-en/train-* - config_name: de-es data_files: - split: train path: de-es/train-* - config_name: de-et data_files: - split: train path: de-et/train-* - config_name: de-fi data_files: - split: train path: de-fi/train-* - config_name: de-fr data_files: - split: train path: de-fr/train-* - config_name: de-ga data_files: - split: train path: de-ga/train-* - config_name: de-hu data_files: - split: train path: de-hu/train-* - config_name: de-it data_files: - split: train path: de-it/train-* - config_name: de-lt data_files: - split: train path: de-lt/train-* - config_name: de-lv data_files: - split: train path: de-lv/train-* - config_name: de-mt data_files: - split: train path: de-mt/train-* - config_name: de-nl data_files: - split: train path: de-nl/train-* - config_name: de-pl data_files: - split: train path: de-pl/train-* - config_name: de-pt data_files: - split: train path: de-pt/train-* - config_name: de-sk data_files: - split: train path: de-sk/train-* - config_name: de-sl data_files: - split: train path: de-sl/train-* - config_name: de-sv data_files: - split: train path: de-sv/train-* - config_name: el-en data_files: - split: train path: el-en/train-* - config_name: el-es data_files: - split: train path: el-es/train-* - config_name: el-et data_files: - split: train path: el-et/train-* - config_name: el-fi data_files: - split: train path: el-fi/train-* - config_name: el-fr data_files: - split: train path: el-fr/train-* - config_name: el-ga data_files: - split: train path: el-ga/train-* - config_name: el-hu data_files: - split: train path: el-hu/train-* - config_name: el-it data_files: - split: train path: el-it/train-* - config_name: el-lt data_files: - split: train path: el-lt/train-* - config_name: el-lv data_files: - split: train path: el-lv/train-* - config_name: el-mt data_files: - split: train path: el-mt/train-* - config_name: el-nl data_files: - split: train path: el-nl/train-* - config_name: el-pl data_files: - split: train path: el-pl/train-* - config_name: el-pt data_files: - split: train path: el-pt/train-* - config_name: el-sk data_files: - split: train path: el-sk/train-* - config_name: el-sl data_files: - split: train path: el-sl/train-* - config_name: el-sv data_files: - split: train path: el-sv/train-* - config_name: en-es data_files: - split: train path: en-es/train-* - config_name: en-et data_files: - split: train path: en-et/train-* - config_name: en-fi data_files: - split: train path: en-fi/train-* - config_name: en-fr data_files: - split: train path: en-fr/train-* - config_name: en-ga data_files: - split: train path: en-ga/train-* - config_name: en-hu data_files: - split: train path: en-hu/train-* - config_name: en-it data_files: - split: train path: en-it/train-* - config_name: en-lt data_files: - split: train path: en-lt/train-* - config_name: en-lv data_files: - split: train path: en-lv/train-* - config_name: en-mt data_files: - split: train path: en-mt/train-* - config_name: en-nl data_files: - split: train path: en-nl/train-* - config_name: en-pl data_files: - split: train path: en-pl/train-* - config_name: en-pt data_files: - split: train path: en-pt/train-* - config_name: en-sk data_files: - split: train path: en-sk/train-* - config_name: en-sl data_files: - split: train path: en-sl/train-* - config_name: en-sv data_files: - split: train path: en-sv/train-* - config_name: es-et data_files: - split: train path: es-et/train-* - config_name: es-fi data_files: - split: train path: es-fi/train-* - config_name: es-fr data_files: - split: train path: es-fr/train-* - config_name: es-ga data_files: - split: train path: es-ga/train-* - config_name: es-hu data_files: - split: train path: es-hu/train-* - config_name: es-it data_files: - split: train path: es-it/train-* - config_name: es-lt data_files: - split: train path: es-lt/train-* - config_name: es-lv data_files: - split: train path: es-lv/train-* - config_name: es-mt data_files: - split: train path: es-mt/train-* - config_name: es-nl data_files: - split: train path: es-nl/train-* - config_name: es-pl data_files: - split: train path: es-pl/train-* - config_name: es-pt data_files: - split: train path: es-pt/train-* - config_name: es-sk data_files: - split: train path: es-sk/train-* - config_name: es-sl data_files: - split: train path: es-sl/train-* - config_name: es-sv data_files: - split: train path: es-sv/train-* - config_name: et-fi data_files: - split: train path: et-fi/train-* - config_name: et-fr data_files: - split: train path: et-fr/train-* - config_name: et-ga data_files: - split: train path: et-ga/train-* - config_name: et-hu data_files: - split: train path: et-hu/train-* - config_name: et-it data_files: - split: train path: et-it/train-* - config_name: et-lt data_files: - split: train path: et-lt/train-* - config_name: et-lv data_files: - split: train path: et-lv/train-* - config_name: et-mt data_files: - split: train path: et-mt/train-* - config_name: et-nl data_files: - split: train path: et-nl/train-* - config_name: et-pl data_files: - split: train path: et-pl/train-* - config_name: et-pt data_files: - split: train path: et-pt/train-* - config_name: et-sk data_files: - split: train path: et-sk/train-* - config_name: et-sl data_files: - split: train path: et-sl/train-* - config_name: et-sv data_files: - split: train path: et-sv/train-* - config_name: fi-fr data_files: - split: train path: fi-fr/train-* - config_name: fi-ga data_files: - split: train path: fi-ga/train-* - config_name: fi-hu data_files: - split: train path: fi-hu/train-* - config_name: fi-it data_files: - split: train path: fi-it/train-* - config_name: fi-lt data_files: - split: train path: fi-lt/train-* - config_name: fi-lv data_files: - split: train path: fi-lv/train-* - config_name: fi-mt data_files: - split: train path: fi-mt/train-* - config_name: fi-nl data_files: - split: train path: fi-nl/train-* - config_name: fi-pl data_files: - split: train path: fi-pl/train-* - config_name: fi-pt data_files: - split: train path: fi-pt/train-* - config_name: fi-sk data_files: - split: train path: fi-sk/train-* - config_name: fi-sl data_files: - split: train path: fi-sl/train-* - config_name: fi-sv data_files: - split: train path: fi-sv/train-* - config_name: fr-ga data_files: - split: train path: fr-ga/train-* - config_name: fr-hu data_files: - split: train path: fr-hu/train-* - config_name: fr-it data_files: - split: train path: fr-it/train-* - config_name: fr-lt data_files: - split: train path: fr-lt/train-* - config_name: fr-lv data_files: - split: train path: fr-lv/train-* - config_name: fr-mt data_files: - split: train path: fr-mt/train-* - config_name: fr-nl data_files: - split: train path: fr-nl/train-* - config_name: fr-pl data_files: - split: train path: fr-pl/train-* - config_name: fr-pt data_files: - split: train path: fr-pt/train-* - config_name: fr-sk data_files: - split: train path: fr-sk/train-* - config_name: fr-sl data_files: - split: train path: fr-sl/train-* - config_name: fr-sv data_files: - split: train path: fr-sv/train-* - config_name: ga-hu data_files: - split: train path: ga-hu/train-* - config_name: ga-it data_files: - split: train path: ga-it/train-* - config_name: ga-lt data_files: - split: train path: ga-lt/train-* - config_name: ga-lv data_files: - split: train path: ga-lv/train-* - config_name: ga-mt data_files: - split: train path: ga-mt/train-* - config_name: ga-nl data_files: - split: train path: ga-nl/train-* - config_name: ga-pl data_files: - split: train path: ga-pl/train-* - config_name: ga-pt data_files: - split: train path: ga-pt/train-* - config_name: ga-sk data_files: - split: train path: ga-sk/train-* - config_name: ga-sl data_files: - split: train path: ga-sl/train-* - config_name: ga-sv data_files: - split: train path: ga-sv/train-* - config_name: hu-it data_files: - split: train path: hu-it/train-* - config_name: hu-lt data_files: - split: train path: hu-lt/train-* - config_name: hu-lv data_files: - split: train path: hu-lv/train-* - config_name: hu-mt data_files: - split: train path: hu-mt/train-* - config_name: hu-nl data_files: - split: train path: hu-nl/train-* - config_name: hu-pl data_files: - split: train path: hu-pl/train-* - config_name: hu-pt data_files: - split: train path: hu-pt/train-* - config_name: hu-sk data_files: - split: train path: hu-sk/train-* - config_name: hu-sl data_files: - split: train path: hu-sl/train-* - config_name: hu-sv data_files: - split: train path: hu-sv/train-* - config_name: it-lt data_files: - split: train path: it-lt/train-* - config_name: it-lv data_files: - split: train path: it-lv/train-* - config_name: it-mt data_files: - split: train path: it-mt/train-* - config_name: it-nl data_files: - split: train path: it-nl/train-* - config_name: it-pl data_files: - split: train path: it-pl/train-* - config_name: it-pt data_files: - split: train path: it-pt/train-* - config_name: it-sk data_files: - split: train path: it-sk/train-* - config_name: it-sl data_files: - split: train path: it-sl/train-* - config_name: it-sv data_files: - split: train path: it-sv/train-* - config_name: lt-lv data_files: - split: train path: lt-lv/train-* - config_name: lt-mt data_files: - split: train path: lt-mt/train-* - config_name: lt-nl data_files: - split: train path: lt-nl/train-* - config_name: lt-pl data_files: - split: train path: lt-pl/train-* - config_name: lt-pt data_files: - split: train path: lt-pt/train-* - config_name: lt-sk data_files: - split: train path: lt-sk/train-* - config_name: lt-sl data_files: - split: train path: lt-sl/train-* - config_name: lt-sv data_files: - split: train path: lt-sv/train-* - config_name: lv-mt data_files: - split: train path: lv-mt/train-* - config_name: lv-nl data_files: - split: train path: lv-nl/train-* - config_name: lv-pl data_files: - split: train path: lv-pl/train-* - config_name: lv-pt data_files: - split: train path: lv-pt/train-* - config_name: lv-sk data_files: - split: train path: lv-sk/train-* - config_name: lv-sl data_files: - split: train path: lv-sl/train-* - config_name: lv-sv data_files: - split: train path: lv-sv/train-* - config_name: mt-nl data_files: - split: train path: mt-nl/train-* - config_name: mt-pl data_files: - split: train path: mt-pl/train-* - config_name: mt-pt data_files: - split: train path: mt-pt/train-* - config_name: mt-sk data_files: - split: train path: mt-sk/train-* - config_name: mt-sl data_files: - split: train path: mt-sl/train-* - config_name: mt-sv data_files: - split: train path: mt-sv/train-* - config_name: nl-pl data_files: - split: train path: nl-pl/train-* - config_name: nl-pt data_files: - split: train path: nl-pt/train-* - config_name: nl-sk data_files: - split: train path: nl-sk/train-* - config_name: nl-sl data_files: - split: train path: nl-sl/train-* - config_name: nl-sv data_files: - split: train path: nl-sv/train-* - config_name: pl-pt data_files: - split: train path: pl-pt/train-* - config_name: pl-sk data_files: - split: train path: pl-sk/train-* - config_name: pl-sl data_files: - split: train path: pl-sl/train-* - config_name: pl-sv data_files: - split: train path: pl-sv/train-* - config_name: pt-sk data_files: - split: train path: pt-sk/train-* - config_name: pt-sl data_files: - split: train path: pt-sl/train-* - config_name: pt-sv data_files: - split: train path: pt-sv/train-* - config_name: sk-sl data_files: - split: train path: sk-sl/train-* - config_name: sk-sv data_files: - split: train path: sk-sv/train-* - config_name: sl-sv data_files: - split: train path: sl-sv/train-* --- # Dataset Card for OPUS EUconst ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** https://opus.nlpl.eu/EUconst/corpus/version/EUconst - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Leaderboard:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Dataset Summary A parallel corpus collected from the European Constitution. EUconst's Numbers: - Languages: 21 - Bitexts: 210 - Number of files: 986 - Number of tokens: 3.01M - Sentence fragments: 0.22M ### Supported Tasks and Leaderboards The underlying task is machine translation. ### Languages The languages in the dataset are: - Czech (`cs`) - Danish (`da`) - German (`de`) - Greek (`el`) - English (`en`) - Spanish (`es`) - Estonian (`et`) - Finnish (`fi`) - French (`fr`) - Irish (`ga`) - Hungarian (`hu`) - Italian (`it`) - Lithuanian (`lt`) - Latvian (`lv`) - Maltese (`mt`) - Dutch (`nl`) - Polish (`pl`) - Portuguese (`pt`) - Slovak (`sk`) - Slovenian (`sl`) - Swedish (`sv`) ## Dataset Structure ### Data Instances ``` { "translation": { "cs": "Celex Test ", "da": "Celex Test " } } ``` ### Data Fields - `translation` (`dict`): Parallel sentences for the pair of languages. ### Data Splits The dataset contains a single "train" split for each language pair. ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data #### Initial Data Collection and Normalization [More Information Needed] #### Who are the source language producers? [More Information Needed] ### Annotations #### Annotation process [More Information Needed] #### Who are the annotators? [More Information Needed] ### Personal and Sensitive Information [More Information Needed] ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed] ### Discussion of Biases [More Information Needed] ### Other Known Limitations [More Information Needed] ## Additional Information ### Dataset Curators [More Information Needed] ### Licensing Information [More Information Needed] ### Citation Information If you use any part of the corpus in your own work, please cite the following article: ``` @inproceedings{tiedemann-2012-parallel, title = "Parallel Data, Tools and Interfaces in {OPUS}", author = {Tiedemann, J{\"o}rg}, editor = "Calzolari, Nicoletta and Choukri, Khalid and Declerck, Thierry and Do{\u{g}}an, Mehmet U{\u{g}}ur and Maegaard, Bente and Mariani, Joseph and Moreno, Asuncion and Odijk, Jan and Piperidis, Stelios", booktitle = "Proceedings of the Eighth International Conference on Language Resources and Evaluation ({LREC}'12)", month = may, year = "2012", address = "Istanbul, Turkey", publisher = "European Language Resources Association (ELRA)", url = "http://www.lrec-conf.org/proceedings/lrec2012/pdf/463_Paper.pdf", pages = "2214--2218", abstract = "This paper presents the current status of OPUS, a growing language resource of parallel corpora and related tools. The focus in OPUS is to provide freely available data sets in various formats together with basic annotation to be useful for applications in computational linguistics, translation studies and cross-linguistic corpus studies. In this paper, we report about new data sets and their features, additional annotation tools and models provided from the website and essential interfaces and on-line services included in the project.", } ``` ### Contributions Thanks to [@patil-suraj](https://github.com/patil-suraj) for adding this dataset.
boettiger-lab/ca-30x30
boettiger-lab
"2025-02-04T21:30:35Z"
17,238
0
[ "license:bsd-2-clause", "region:us" ]
null
"2024-10-03T17:43:10Z"
--- license: bsd-2-clause ---
huggingface/release-assets
huggingface
"2024-09-26T12:48:50Z"
17,104
1
[ "license:mit", "size_categories:n<1K", "format:imagefolder", "modality:image", "library:datasets", "library:mlcroissant", "region:us" ]
null
"2024-09-25T10:32:15Z"
--- license: mit ---
tiange/Cap3D
tiange
"2025-02-12T01:36:44Z"
17,024
101
[ "task_categories:text-to-3d", "task_categories:image-to-3d", "license:odc-by", "arxiv:2306.07279", "arxiv:2404.07984", "arxiv:2212.08051", "arxiv:2307.05663", "arxiv:2110.06199", "arxiv:1512.03012", "region:us" ]
[ "text-to-3d", "image-to-3d" ]
"2023-05-28T18:31:58Z"
--- license: odc-by viewer: false task_categories: - text-to-3d - image-to-3d --- ## Dataset Description - **Paper:** [Scalable 3D Captioning with Pretrained Models](https://arxiv.org/abs/2306.07279) - **Paper:** [View Selection for 3D Captioning via Diffusion Ranking](https://arxiv.org/abs/2404.07984) - **Repository**: [Github_Cap3D](https://github.com/crockwell/Cap3D) - **Repository**: [Github_DiffuRank](https://github.com/tiangeluo/DiffuRank) - **Project**: [Project](https://cap3d-um.github.io/) This repository hosts data for [Scalable 3D Captioning with Pretrained Models](https://cap3d-um.github.io/) and [View Selection for 3D Captioning via Diffusion Ranking](http://arxiv.org/abs/2404.07984), including descriptive **captions** for 3D objects in [Objaverse](https://arxiv.org/abs/2212.08051), [Objaverse-XL](https://arxiv.org/pdf/2307.05663.pdf), [ABO](https://arxiv.org/abs/2110.06199), and [ShapeNet](https://arxiv.org/abs/1512.03012). This repo also includes **point clouds** and **rendered images with camera, depth, and MatAlpha information** of Objaverse objects, as well as their Shap-E latent codes. All the captions and data provided by our papers are released under ODC-By 1.0 license. ## Usage Please download and unzip files from [**Page**](https://huggingface.co/datasets/tiange/Cap3D/tree/main) according to your usage. Below is a table listing fiels descriptions, followed by example Python scripts for data loading. | Filename | Description | | -------------------------------------- | ------------------------------------------------------------ | | **Cap3D_automated_Objaverse_full.csv** | By integrating text descriptions initially generated by [Cap3D](https://arxiv.org/abs/2306.07279) and subsequently refined by [DiffuRank](https://arxiv.org/abs/2404.07984), we have produced a total of **1,153,779** 3D-caption pairs. Out of the total, **785,150** pairs have been contributed to the whole [Objaverse](https://arxiv.org/abs/2212.08051) dataset, with the balance for the [Objaverse-XL](https://arxiv.org/pdf/2307.05663.pdf) dataset (specifically the highquality subset described in Section 4.1 Alignment Finetuning of [Objaverse-XL](https://proceedings.neurips.cc/paper_files/paper/2023/file/70364304877b5e767de4e9a2a511be0c-Paper-Datasets_and_Benchmarks.pdf)). For the object identifier in the left column, strings with a length of 32 characters are **UIDs** from Objaverse 1.0 (retrieved using `import objaverse; uids = objaverse.load_uids()`). Strings with a length of 64 characters are **SHA256** hashes provided by Objaverse-XL. | | Cap3D_automated_**ABO**.csv | Our captions generated by [Cap3D](https://arxiv.org/abs/2306.07279) and [DiffuRank](https://arxiv.org/abs/2404.07984) for the [ABO dataset](https://arxiv.org/abs/2110.06199), including both general and compositional descriptions. | | Cap3D_automated_**ShapeNet**.csv | Our captions generated by [Cap3D](https://arxiv.org/abs/2306.07279) and [DiffuRank](https://arxiv.org/abs/2404.07984) for the [ShapeNet dataset](https://arxiv.org/abs/1512.03012). | | **PointCloud_zips** | Provided by [Cap3D](https://arxiv.org/abs/2306.07279) and [DiffuRank](https://arxiv.org/abs/2404.07984), **1,006,782** PointClouds (16,384 colorful points) extracted from Objaverse objects. Saved as `.ply` file. | | PointCloud_zips_**ABO** | Provided by [Cap3D](https://arxiv.org/abs/2306.07279) and [DiffuRank](https://arxiv.org/abs/2404.07984), **7,953** PointClouds (16,384 colorful points) extracted from ABO objects. Saved as `.ply` file. | | PointCloud_zips_**ShapeNet** | Provided by [Cap3D](https://arxiv.org/abs/2306.07279) and [DiffuRank](https://arxiv.org/abs/2404.07984), **52,472** PointClouds (16,384 colorful points) extracted from ShapeNet objects. Saved as `.ply` file. | | **RenderedImage_perobj_zips** | Provided by [DiffuRank](https://arxiv.org/abs/2404.07984), Rendered images for **1,006,782** Objaverse objects. Once unzip `compressed_imgs_perobj_xx.zip` will have multiple zip files which consists of **20** rendered images along with camera details (intrinsic & extrinsic), depth data, and masks ([one example](https://huggingface.co/datasets/tiange/Cap3D/tree/main/RenderedImage_perobj_zips/example_zipfile)). Please specify the unzip path, such as `unzip ed51a51909ee46c780db3a85e821feb2.zip -d ed51a51909ee46c780db3a85e821feb2`. More information are in [here](https://huggingface.co/datasets/tiange/Cap3D/blob/main/RenderedImage_perobj_zips/README.md). | | RenderedImage_perobj_zips_**ABO** | Provided by [DiffuRank](https://arxiv.org/abs/2404.07984), Rendered images for **7,953** ABO objects. Details similar to the above. | | RenderedImage_perobj_zips_**ShapeNet** | Provided by [DiffuRank](https://arxiv.org/abs/2404.07984), Rendered images for **52,472** ShapeNet objects. Similar to the above but with 8 rendered images. | | misc | Including miscellaneous files such as human-authored captions, finetuned models, objaverse pointclouds stored as .pt, shapE latent codes, and etc. Please refer to this [README](https://huggingface.co/datasets/tiange/Cap3D/blob/main/misc/README.md) | ``` python # load our captions import pandas as pd captions = pd.read_csv('Cap3D_automated_Objaverse_full.csv', header=None) ## captions: ## 0 1 ## 0 ed51a51909ee46c780db3a85e821feb2 Matte green rifle with a long barrel, stock, a... ## 1 9110b606f6c547b2980fcb3c8c4b6a1c Rustic single-story building with a weathered ... ## 2 80d9caaa1fa04502af666135196456e1 a pair of purple and black swords with white h... ## 3 28d43a218cd8466a8c1f82b29b71e314 3D model of a cluttered outdoor scene with veg... ## 4 75582285fab442a2ba31733f9c8fae66 Floating terrain piece with grassy landscape a... ## ... ... ... ## 1002417 3623e74f34c1c3c523af6b2bb8ffcbe2d2dce897ef61b9... Abstract 3D composition with human figures and... ## 1002418 64e9f7b7a1fc4c4ec56ed8b5917dfd610930043ac5e15f... 3D object with a rough, irregular pink surface... ## 1002419 fcd089d6a237fee21dfd5f0d6d9b74b2fd1150cdc61c7f... Bright pink abstract 3D model of a building wi... ## 1002420 f812dc980050f2d5f4b37df2a8620372f810dd6456a5f2... Monochromatic gray 3D model of a stylized huma... ## 1002421 77c09500b4d8e4b881e1ce6929d56c23658b87173c0996... Modular futuristic spacecraft with red and ora... ## if u want to obtain the caption for specific UID caption = captions[captions[0] == '80d9caaa1fa04502af666135196456e1'][1].values[0] # load point clouds (unzip https://huggingface.co/datasets/tiange/Cap3D/tree/main/PointCloud_pt_zips) import torch pts = torch.load('Cap3D_pcs_pt/80d9caaa1fa04502af666135196456e1.pt') ## pts.shape == torch.Size([6, 16384]) ``` If you have any questions, please contact [Tiange](mailto:tiange.cs@gmail.com) or [Chris](mailto:cnris@umich.edu). ## Citation Information If you find our data or code useful, please consider citing: ```bibtex @article{luo2023scalable, title={Scalable 3D Captioning with Pretrained Models}, author={Luo, Tiange and Rockwell, Chris and Lee, Honglak and Johnson, Justin}, journal={arXiv preprint arXiv:2306.07279}, year={2023} } @article{luo2024view, title={View Selection for 3D Captioning via Diffusion Ranking}, author={Luo, Tiange and Johnson, Justin and Lee, Honglak}, journal={arXiv preprint arXiv:2404.07984}, year={2024} } ``` Please cite ***Objaverse*** and ***ABO*** paper accordingly, if you use related data. ``` @inproceedings{deitke2023objaverse, title={Objaverse: A universe of annotated 3d objects}, author={Deitke, Matt and Schwenk, Dustin and Salvador, Jordi and Weihs, Luca and Michel, Oscar and VanderBilt, Eli and Schmidt, Ludwig and Ehsani, Kiana and Kembhavi, Aniruddha and Farhadi, Ali}, booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, pages={13142--13153}, year={2023} } @article{deitke2024objaverse, title={Objaverse-xl: A universe of 10m+ 3d objects}, author={Deitke, Matt and Liu, Ruoshi and Wallingford, Matthew and Ngo, Huong and Michel, Oscar and Kusupati, Aditya and Fan, Alan and Laforte, Christian and Voleti, Vikram and Gadre, Samir Yitzhak and others}, journal={Advances in Neural Information Processing Systems}, volume={36}, year={2024} } @inproceedings{collins2022abo, title={Abo: Dataset and benchmarks for real-world 3d object understanding}, author={Collins, Jasmine and Goel, Shubham and Deng, Kenan and Luthra, Achleshwar and Xu, Leon and Gundogdu, Erhan and Zhang, Xi and Vicente, Tomas F Yago and Dideriksen, Thomas and Arora, Himanshu and others}, booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, pages={21126--21136}, year={2022} } ```
roneneldan/TinyStories
roneneldan
"2024-08-12T13:27:26Z"
16,822
616
[ "task_categories:text-generation", "language:en", "license:cdla-sharing-1.0", "size_categories:1M<n<10M", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2305.07759", "region:us" ]
[ "text-generation" ]
"2023-05-12T19:04:09Z"
--- license: cdla-sharing-1.0 task_categories: - text-generation language: - en --- Dataset containing synthetically generated (by GPT-3.5 and GPT-4) short stories that only use a small vocabulary. Described in the following paper: https://arxiv.org/abs/2305.07759. The models referred to in the paper were trained on TinyStories-train.txt (the file tinystories-valid.txt can be used for validation loss). These models can be found on Huggingface, at roneneldan/TinyStories-1M/3M/8M/28M/33M/1Layer-21M. Additional resources: tinystories_all_data.tar.gz - contains a superset of the stories together with metadata and the prompt that was used to create each story. TinyStoriesV2-GPT4-train.txt - Is a new version of the dataset that is based on generations by GPT-4 only (the original dataset also has generations by GPT-3.5 which are of lesser quality). It contains all the examples in TinyStories.txt which were GPT-4 generated as a subset (but is significantly larger). Evaluation_prompts.yaml: List of prompts used to evaluate our models (see paper)
andstor/the_pile_github
andstor
"2023-03-20T23:39:53Z"
16,765
8
[ "task_categories:text-generation", "task_categories:fill-mask", "task_categories:text-classification", "annotations_creators:no-annotation", "language_creators:found", "multilinguality:monolingual", "source_datasets:original", "language:en", "license:other", "size_categories:10M<n<100M", "modality:text", "library:datasets", "library:mlcroissant", "arxiv:2101.00027", "arxiv:2201.07311", "region:us" ]
[ "text-generation", "fill-mask", "text-classification" ]
"2023-03-07T15:53:05Z"
--- annotations_creators: - no-annotation language: - en language_creators: - found license: - other multilinguality: - monolingual pretty_name: The Pile GitHub size_categories: [] source_datasets: - original tags: [] task_categories: - text-generation - fill-mask - text-classification task_ids: [] --- # Dataset Card for The Pile GitHub ## Table of Contents - [Dataset Card for Smart Contracts](#dataset-card-for-the-pile-github) - [Table of Contents](#table-of-contents) - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Additional Information](#additional-information) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [ElutherAI](https://pile.eleuther.ai) - **Repository:** [GitHub](https://github.com/andstor/the-pile-github) - **Paper:** [arXiv](https://arxiv.org/abs/2101.00027) - **Leaderboard:** [Needs More Information] - **Point of Contact:** [Needs More Information] ### Dataset Summary This is the GitHub subset of EleutherAi/The Pile dataset and contains GitHub repositories. The programming languages are identified using the [guesslang library](https://github.com/yoeo/guesslang). A total of 54 programming languages are included in the dataset. ### Supported Tasks and Leaderboards [More Information Needed] ### Languages The following languages are covered by the dataset: ``` 'Assembly', 'Batchfile', 'C', 'C#', 'C++', 'CMake', 'COBOL', 'CSS', 'CSV', 'Clojure', 'CoffeeScript', 'DM', 'Dart', 'Dockerfile', 'Elixir', 'Erlang', 'Fortran', 'Go', 'Groovy', 'HTML', 'Haskell', 'INI', 'JSON', 'Java', 'JavaScript', 'Julia', 'Kotlin', 'Lisp', 'Lua', 'Makefile', 'Markdown', 'Matlab', 'None', 'OCaml', 'Objective-C', 'PHP', 'Pascal', 'Perl', 'PowerShell', 'Prolog', 'Python', 'R', 'Ruby', 'Rust', 'SQL', 'Scala', 'Shell', 'Swift', 'TOML', 'TeX', 'TypeScript', 'Verilog', 'Visual Basic', 'XML', 'YAML' ``` The [guesslang library](https://github.com/yoeo/guesslang) is used to identify the programming languages. It has a guessing accuracy of above 90%. Hence, there will be some misclassifications in the language identification. ## Dataset Structure ### Data Instances [More Information Needed] ``` { 'text': ..., 'meta': {'language': ...} } ``` ### Data Fields - `text` (`string`): the source code. - `meta` (`dict`): the metadata of the source code. - `language` (`string`): the programming language of the source code. ### Data Splits [More Information Needed] | | train | validation | test | |-------------------------|------:|-----------:|-----:| | Input Sentences | | | | | Average Sentence Length | | | | ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data The data is purely a subset of the [EleutherAI/The Pile dataset](https://huggingface.co/datasets/the_pile). See the original [dataset](https://arxiv.org/abs/2201.07311) for more details. ## Additional Information ### Licensing Information The Pile dataset was released on January 1st, 2021. It is licensed under the MIT License. See the [dataset](https://arxiv.org/abs/2201.07311) for more details. ### Citation Information Provide the [BibTex](http://www.bibtex.org/)-formatted reference for the dataset. For example: ``` @article{pile, title={The {P}ile: An 800GB Dataset of Diverse Text for Language Modeling}, author={Gao, Leo and Biderman, Stella and Black, Sid and Golding, Laurence and Hoppe, Travis and Foster, Charles and Phang, Jason and He, Horace and Thite, Anish and Nabeshima, Noa and Presser, Shawn and Leahy, Connor}, journal={arXiv preprint arXiv:2101.00027}, year={2020} } ``` ### Contributions Thanks to [@andstor](https://github.com/andstor) for adding this dataset.
OpenGVLab/OmniCorpus-CC
OpenGVLab
"2024-11-17T07:08:46Z"
16,734
12
[ "task_categories:image-to-text", "task_categories:visual-question-answering", "language:en", "license:cc-by-4.0", "size_categories:100M<n<1B", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2406.08418", "region:us" ]
[ "image-to-text", "visual-question-answering" ]
"2024-08-30T06:16:02Z"
--- language: - en license: cc-by-4.0 size_categories: - 100M<n<1B task_categories: - image-to-text - visual-question-answering dataset_info: - config_name: CC-MAIN-2013-20 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 19908676196 num_examples: 3878063 download_size: 9303464923 dataset_size: 19908676196 - config_name: CC-MAIN-2013-48 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 15282078925 num_examples: 3091537 download_size: 6965036866 dataset_size: 15282078925 - config_name: CC-MAIN-2014-10 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 7227087609 num_examples: 1390034 download_size: 3259239561 dataset_size: 7227087609 - config_name: CC-MAIN-2014-15 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 10106913108 num_examples: 1968361 download_size: 4567738362 dataset_size: 10106913108 - config_name: CC-MAIN-2014-23 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 7997621043 num_examples: 1455331 download_size: 3468852905 dataset_size: 7997621043 - config_name: CC-MAIN-2014-35 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 6228103779 num_examples: 1219200 download_size: 2849584613 dataset_size: 6228103779 - config_name: CC-MAIN-2014-41 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 8321822952 num_examples: 1573955 download_size: 3775989970 dataset_size: 8321822952 - config_name: CC-MAIN-2014-42 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 7732679416 num_examples: 1511931 download_size: 3505766162 dataset_size: 7732679416 - config_name: CC-MAIN-2014-49 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 4473311810 num_examples: 837735 download_size: 1982728919 dataset_size: 4473311810 - config_name: CC-MAIN-2014-52 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 7292722888 num_examples: 1304730 download_size: 2957626766 dataset_size: 7292722888 - config_name: CC-MAIN-2015-06 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 5775826679 num_examples: 1061940 download_size: 2462379667 dataset_size: 5775826679 - config_name: CC-MAIN-2015-11 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 6263650452 num_examples: 1129411 download_size: 2528026633 dataset_size: 6263650452 - config_name: CC-MAIN-2015-14 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 4524425019 num_examples: 885221 download_size: 1939222111 dataset_size: 4524425019 - config_name: CC-MAIN-2015-18 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 6195227565 num_examples: 1104115 download_size: 2634204322 dataset_size: 6195227565 - config_name: CC-MAIN-2015-22 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 7008276790 num_examples: 1290530 download_size: 2913627974 dataset_size: 7008276790 - config_name: CC-MAIN-2015-27 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 4320140953 num_examples: 784496 download_size: 1828575226 dataset_size: 4320140953 - config_name: CC-MAIN-2015-32 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 4952806590 num_examples: 875601 download_size: 2065207099 dataset_size: 4952806590 - config_name: CC-MAIN-2015-35 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 6053257306 num_examples: 1086470 download_size: 2632032769 dataset_size: 6053257306 - config_name: CC-MAIN-2015-40 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 5206096790 num_examples: 924036 download_size: 2203603087 dataset_size: 5206096790 - config_name: CC-MAIN-2015-48 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 8343050753 num_examples: 1537468 download_size: 3489600630 dataset_size: 8343050753 - config_name: CC-MAIN-2016-07 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 9329220105 num_examples: 1738650 download_size: 4005599785 dataset_size: 9329220105 - config_name: CC-MAIN-2016-18 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 3897220786 num_examples: 747570 download_size: 1675500816 dataset_size: 3897220786 - config_name: CC-MAIN-2016-22 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 4623903344 num_examples: 857060 download_size: 2000624854 dataset_size: 4623903344 - config_name: CC-MAIN-2016-26 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 3414418701 num_examples: 627995 download_size: 1403890884 dataset_size: 3414418701 - config_name: CC-MAIN-2016-30 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 7244342539 num_examples: 1183776 download_size: 2913394840 dataset_size: 7244342539 - config_name: CC-MAIN-2016-36 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 5402565529 num_examples: 915878 download_size: 2248454753 dataset_size: 5402565529 - config_name: CC-MAIN-2016-40 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 5938544915 num_examples: 1113534 download_size: 2530904625 dataset_size: 5938544915 - config_name: CC-MAIN-2016-44 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 15819536321 num_examples: 3528637 download_size: 6516546200 dataset_size: 15819536321 - config_name: CC-MAIN-2016-50 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 10822695594 num_examples: 2215939 download_size: 4439728574 dataset_size: 10822695594 - config_name: CC-MAIN-2017-04 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 11949732148 num_examples: 2441316 download_size: 5045763620 dataset_size: 11949732148 - config_name: CC-MAIN-2017-09 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 12473370126 num_examples: 2561539 download_size: 5398993614 dataset_size: 12473370126 - config_name: CC-MAIN-2017-13 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 12209904783 num_examples: 2458486 download_size: 5422393873 dataset_size: 12209904783 - config_name: CC-MAIN-2017-17 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 13763109013 num_examples: 2615558 download_size: 6025106556 dataset_size: 13763109013 - config_name: CC-MAIN-2017-22 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 14456991831 num_examples: 2775332 download_size: 6258001465 dataset_size: 14456991831 - config_name: CC-MAIN-2017-26 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 15036103558 num_examples: 2973499 download_size: 6813218532 dataset_size: 15036103558 - config_name: CC-MAIN-2017-30 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 18833639414 num_examples: 3870197 download_size: 8464443468 dataset_size: 18833639414 - config_name: CC-MAIN-2017-34 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 25828116836 num_examples: 4848154 download_size: 11599137919 dataset_size: 25828116836 - config_name: CC-MAIN-2017-39 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 29432150311 num_examples: 4840435 download_size: 13172655761 dataset_size: 29432150311 - config_name: CC-MAIN-2017-43 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 32672966840 num_examples: 5724493 download_size: 15041820212 dataset_size: 32672966840 - config_name: CC-MAIN-2017-47 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 34301891443 num_examples: 5291581 download_size: 15593452226 dataset_size: 34301891443 - config_name: CC-MAIN-2017-51 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 30012533603 num_examples: 5466672 download_size: 14005518471 dataset_size: 30012533603 - config_name: CC-MAIN-2018-05 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 47738703452 num_examples: 8053879 download_size: 22533983733 dataset_size: 47738703452 - config_name: CC-MAIN-2018-09 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 45503126107 num_examples: 8045410 download_size: 21900491411 dataset_size: 45503126107 - config_name: CC-MAIN-2018-13 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 43904789090 num_examples: 7980931 download_size: 21178075620 dataset_size: 43904789090 - config_name: CC-MAIN-2018-17 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 44481167440 num_examples: 8699878 download_size: 21623780968 dataset_size: 44481167440 - config_name: CC-MAIN-2018-22 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 64369136465 num_examples: 13332059 download_size: 32293951649 dataset_size: 64369136465 - config_name: CC-MAIN-2018-26 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 81232597180 num_examples: 16249638 download_size: 41007491366 dataset_size: 81232597180 - config_name: CC-MAIN-2018-30 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 151537007358 num_examples: 32535697 download_size: 77517210537 dataset_size: 151537007358 - config_name: CC-MAIN-2018-34 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 39026071869 num_examples: 6347230 download_size: 19285382621 dataset_size: 39026071869 - config_name: CC-MAIN-2018-39 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 35948493161 num_examples: 6372711 download_size: 17597722170 dataset_size: 35948493161 - config_name: CC-MAIN-2018-43 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 50928918805 num_examples: 8758225 download_size: 25291022646 dataset_size: 50928918805 - config_name: CC-MAIN-2018-47 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 43961213014 num_examples: 7270815 download_size: 22024998684 dataset_size: 43961213014 - config_name: CC-MAIN-2018-51 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 58902353921 num_examples: 10215384 download_size: 29497256483 dataset_size: 58902353921 - config_name: CC-MAIN-2019-04 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 54814836003 num_examples: 9930553 download_size: 27458854931 dataset_size: 54814836003 - config_name: CC-MAIN-2019-09 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - 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name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 48712051219 num_examples: 7803004 download_size: 25156014252 dataset_size: 48712051219 - config_name: CC-MAIN-2019-18 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 48203751852 num_examples: 7532171 download_size: 24844412087 dataset_size: 48203751852 - config_name: CC-MAIN-2019-22 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 51674379059 num_examples: 8339842 download_size: 26257475492 dataset_size: 51674379059 - config_name: CC-MAIN-2019-26 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 43336967638 num_examples: 7320268 download_size: 21900316910 dataset_size: 43336967638 - config_name: CC-MAIN-2019-30 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 46313133200 num_examples: 7682281 download_size: 23262218065 dataset_size: 46313133200 - config_name: CC-MAIN-2019-35 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 49570657315 num_examples: 8098108 download_size: 24938729240 dataset_size: 49570657315 - config_name: CC-MAIN-2019-39 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 43538081906 num_examples: 7102645 download_size: 21728983014 dataset_size: 43538081906 - config_name: CC-MAIN-2019-43 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - 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config_name: CC-MAIN-2019-51 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 38926356094 num_examples: 6415558 download_size: 19510339598 dataset_size: 38926356094 - config_name: CC-MAIN-2020-05 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - 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name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 51243682770 num_examples: 8578633 download_size: 25485035979 dataset_size: 51243682770 - config_name: CC-MAIN-2020-24 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 59424939072 num_examples: 10438139 download_size: 29827361603 dataset_size: 59424939072 - config_name: CC-MAIN-2020-29 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 66229730938 num_examples: 11475631 download_size: 33030161773 dataset_size: 66229730938 - config_name: CC-MAIN-2020-34 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 54287690582 num_examples: 9495610 download_size: 27018821467 dataset_size: 54287690582 - config_name: CC-MAIN-2020-40 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 71587907978 num_examples: 12058149 download_size: 35795677487 dataset_size: 71587907978 - config_name: CC-MAIN-2020-45 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - 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name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 58557861606 num_examples: 9539918 download_size: 29083801775 dataset_size: 58557861606 - config_name: CC-MAIN-2021-04 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - 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name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 60802783945 num_examples: 10176190 download_size: 30326513365 dataset_size: 60802783945 - config_name: CC-MAIN-2021-17 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 75061494488 num_examples: 12343366 download_size: 37345114890 dataset_size: 75061494488 - config_name: CC-MAIN-2021-21 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 70036417178 num_examples: 11584034 download_size: 34806730527 dataset_size: 70036417178 - 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name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 97602903488 num_examples: 15772898 download_size: 48711364812 dataset_size: 97602903488 - config_name: CC-MAIN-2022-21 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 127495492928 num_examples: 21745889 download_size: 63379692210 dataset_size: 127495492928 - 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name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 152577158166 num_examples: 24634059 download_size: 76529854484 dataset_size: 152577158166 - config_name: CC-MAIN-2023-06 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 174815301023 num_examples: 28962355 download_size: 87301203013 dataset_size: 174815301023 - config_name: CC-MAIN-2023-14 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 227631152876 num_examples: 37223376 download_size: 114188282465 dataset_size: 227631152876 - config_name: CC-MAIN-2023-23 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 321036722459 num_examples: 52119692 download_size: 161491274249 dataset_size: 321036722459 - config_name: CC-MAIN-2023-40 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 648032999611 num_examples: 101292016 download_size: 317965522325 dataset_size: 648032999611 - config_name: CC-MAIN-2023-50 features: - name: general_metadata struct: - name: domain sequence: string - name: fluency_prob dtype: float64 - name: id dtype: string - name: non_advertisement_prob dtype: float64 - name: politics_prob dtype: float64 - name: porn_prob dtype: float64 - name: toxic_prob dtype: float64 - name: url dtype: string - name: images sequence: string - name: texts sequence: string - name: metadata list: - name: aesthetic_prob dtype: float64 - name: bytes dtype: int64 - name: d_hash dtype: string - name: d_hash_dup_count dtype: int64 - name: height dtype: int64 - name: img_url_sha dtype: string - name: p_hash dtype: string - name: p_hash_dup_count dtype: int64 - name: unsafe_prob dtype: float64 - name: width dtype: int64 splits: - name: train num_bytes: 744768384551 num_examples: 117073004 download_size: 365332295606 dataset_size: 744768384551 configs: - config_name: CC-MAIN-2013-20 data_files: - split: train path: CC-MAIN-2013-20/train-* - config_name: CC-MAIN-2013-48 data_files: - split: train path: CC-MAIN-2013-48/train-* - config_name: CC-MAIN-2014-10 data_files: - split: train path: CC-MAIN-2014-10/train-* - config_name: CC-MAIN-2014-15 data_files: - split: train path: CC-MAIN-2014-15/train-* - config_name: CC-MAIN-2014-23 data_files: - split: train path: CC-MAIN-2014-23/train-* - config_name: CC-MAIN-2014-35 data_files: - split: train path: CC-MAIN-2014-35/train-* - config_name: CC-MAIN-2014-41 data_files: - split: train path: CC-MAIN-2014-41/train-* - config_name: CC-MAIN-2014-42 data_files: - split: train path: CC-MAIN-2014-42/train-* - config_name: CC-MAIN-2014-49 data_files: - split: train path: CC-MAIN-2014-49/train-* - config_name: CC-MAIN-2014-52 data_files: - split: train path: CC-MAIN-2014-52/train-* - config_name: CC-MAIN-2015-06 data_files: - split: train path: CC-MAIN-2015-06/train-* - config_name: CC-MAIN-2015-11 data_files: - split: train path: CC-MAIN-2015-11/train-* - config_name: CC-MAIN-2015-14 data_files: - split: train path: CC-MAIN-2015-14/train-* - config_name: CC-MAIN-2015-18 data_files: - split: train path: CC-MAIN-2015-18/train-* - config_name: CC-MAIN-2015-22 data_files: - split: train path: CC-MAIN-2015-22/train-* - config_name: CC-MAIN-2015-27 data_files: - split: train path: CC-MAIN-2015-27/train-* - config_name: CC-MAIN-2015-32 data_files: - split: train path: CC-MAIN-2015-32/train-* - config_name: CC-MAIN-2015-35 data_files: - split: train path: CC-MAIN-2015-35/train-* - config_name: CC-MAIN-2015-40 data_files: - split: train path: CC-MAIN-2015-40/train-* - config_name: CC-MAIN-2015-48 data_files: - split: train path: CC-MAIN-2015-48/train-* - config_name: CC-MAIN-2016-07 data_files: - split: train path: CC-MAIN-2016-07/train-* - config_name: CC-MAIN-2016-18 data_files: - split: train path: CC-MAIN-2016-18/train-* - config_name: CC-MAIN-2016-22 data_files: - split: train path: CC-MAIN-2016-22/train-* - config_name: CC-MAIN-2016-26 data_files: - split: train path: CC-MAIN-2016-26/train-* - config_name: CC-MAIN-2016-30 data_files: - split: train path: CC-MAIN-2016-30/train-* - config_name: CC-MAIN-2016-36 data_files: - split: train path: CC-MAIN-2016-36/train-* - 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config_name: CC-MAIN-2018-39 data_files: - split: train path: CC-MAIN-2018-39/train-* - config_name: CC-MAIN-2018-43 data_files: - split: train path: CC-MAIN-2018-43/train-* - config_name: CC-MAIN-2018-47 data_files: - split: train path: CC-MAIN-2018-47/train-* - config_name: CC-MAIN-2018-51 data_files: - split: train path: CC-MAIN-2018-51/train-* - config_name: CC-MAIN-2019-04 data_files: - split: train path: CC-MAIN-2019-04/train-* - config_name: CC-MAIN-2019-09 data_files: - split: train path: CC-MAIN-2019-09/train-* - config_name: CC-MAIN-2019-13 data_files: - split: train path: CC-MAIN-2019-13/train-* - config_name: CC-MAIN-2019-18 data_files: - split: train path: CC-MAIN-2019-18/train-* - config_name: CC-MAIN-2019-22 data_files: - split: train path: CC-MAIN-2019-22/train-* - config_name: CC-MAIN-2019-26 data_files: - split: train path: CC-MAIN-2019-26/train-* - config_name: CC-MAIN-2019-30 data_files: - split: train path: CC-MAIN-2019-30/train-* - config_name: CC-MAIN-2019-35 data_files: - 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config_name: CC-MAIN-2020-45 data_files: - split: train path: CC-MAIN-2020-45/train-* - config_name: CC-MAIN-2020-50 data_files: - split: train path: CC-MAIN-2020-50/train-* - config_name: CC-MAIN-2021-04 data_files: - split: train path: CC-MAIN-2021-04/train-* - config_name: CC-MAIN-2021-10 data_files: - split: train path: CC-MAIN-2021-10/train-* - config_name: CC-MAIN-2021-17 data_files: - split: train path: CC-MAIN-2021-17/train-* - config_name: CC-MAIN-2021-21 data_files: - split: train path: CC-MAIN-2021-21/train-* - config_name: CC-MAIN-2021-25 data_files: - split: train path: CC-MAIN-2021-25/train-* - config_name: CC-MAIN-2021-31 data_files: - split: train path: CC-MAIN-2021-31/train-* - config_name: CC-MAIN-2021-39 data_files: - split: train path: CC-MAIN-2021-39/train-* - config_name: CC-MAIN-2021-43 data_files: - split: train path: CC-MAIN-2021-43/train-* - config_name: CC-MAIN-2021-49 data_files: - split: train path: CC-MAIN-2021-49/train-* - config_name: CC-MAIN-2022-05 data_files: - split: train path: CC-MAIN-2022-05/train-* - config_name: CC-MAIN-2022-21 data_files: - split: train path: CC-MAIN-2022-21/train-* - config_name: CC-MAIN-2022-27 data_files: - split: train path: CC-MAIN-2022-27/train-* - config_name: CC-MAIN-2022-33 data_files: - split: train path: CC-MAIN-2022-33/train-* - config_name: CC-MAIN-2022-40 data_files: - split: train path: CC-MAIN-2022-40/train-* - config_name: CC-MAIN-2022-49 data_files: - split: train path: CC-MAIN-2022-49/train-* - config_name: CC-MAIN-2023-06 data_files: - split: train path: CC-MAIN-2023-06/train-* - config_name: CC-MAIN-2023-14 data_files: - split: train path: CC-MAIN-2023-14/train-* - config_name: CC-MAIN-2023-23 data_files: - split: train path: CC-MAIN-2023-23/train-* - config_name: CC-MAIN-2023-40 data_files: - split: train path: CC-MAIN-2023-40/train-* - config_name: CC-MAIN-2023-50 data_files: - split: train path: CC-MAIN-2023-50/train-* --- ⭐️ **NOTE:** Several parquet files were marked unsafe (viruses) by official scaning of hf, while they are reported safe by ClamAV and Virustotal. We found [many false positive cases](https://discuss.huggingface.co/u/mcpotato/summary) of the hf automatic scanning in hf discussions and raise [one discussion](https://discuss.huggingface.co/t/one-parquet-file-of-my-dataset-was-marked-unsafe/113745) to ask for a re-scanning. # OmniCorpus-CC This is the repository of OmniCorpus-CC, which contains 988 million image-text interleaved documents collected from [Common Crawl](https://commoncrawl.org/). - Repository: https://github.com/OpenGVLab/OmniCorpus - Paper: https://arxiv.org/abs/2406.08418 OmniCorpus dataset is a large-scale image-text interleaved dataset, which pushes the boundaries of scale and diversity by encompassing **8.6 billion images** interleaved with **1,696 text tokens** from diverse sources, significantly surpassing previous datasets. This dataset demonstrates several advantages over its counterparts: 1. **Larger data scale:** Our dataset is 1.7 times larger in images and 12.5 times larger in texts compared to the previously largest multimodal dataset, LAION-5B, while maintaining excellent data quality. 2. **Richer data diversity:** Drawing from a broader range of data sources, our dataset is more diverse than other image-text interleaved datasets. It includes bilingual multimodal data in both Chinese and English, and encompasses text-centric and vision-centric documents extracted from common websites and video platforms. 3. **More flexible format:** The streaming data format of our dataset offers exceptional flexibility, allowing adaptation to various data structures, including pure text corpora, image-text pairs, and interleaved data formats. <img width="578" alt="image" src="https://github.com/OpenGVLab/OmniCorpus/assets/47669167/641a6427-ba50-41e6-8634-8810113fd803"> The OmniCorpus contains three sections: - **OmniCorpus-CC**: processed from dumps in Common Crawl from 2013 to Nov./Dec. 2023. - **OmniCorpus-CW**: sourced from Chinese internet resources, will be availiable in [OpenDataLab](https://opendatalab.com/) platform. - **OmniCorpus-YT**: samples Youtube video frames as images and collects subtitles as texts. Code for pre-training, evaluating, main body extracting, and filtering have been released in the official [repository](https://github.com/OpenGVLab/OmniCorpus). A pre-trained model is availiable [here](https://huggingface.co/Qingyun/OmniCorpus-InternVL). # Data Pipeline Our data pipeline consists of five key stages: main body extraction, preliminary text filtering, document deduplication, image downloading \& filtering, and detailed text filtering. Each stage efficiently reduces the dataset to retain only high-quality data. Please refer to our paper for more details about the data pipeline. <img width="723" alt="image" src="https://github.com/OpenGVLab/OmniCorpus/assets/47669167/a6de8928-58fb-4ff4-8ef9-4bd90e9ada5f"> # Usages The image-text interleaved documents are recommanded for the following usages: - Pre-training multimodal large language model (MLLM): Recent MLLMs (such as Flamingo series, EMU series, IDEFICS series, MM1, Cambrian-1, and xGen-MM) have shown that image-text interleaved data aids multimodal in-context learning and maintains the capabilities of large language models during multimodal fine-tuning. - Long text-image retrieval: We provide image-text similarities calculated with CLIP, which can convert the documents to image-text retrieval dataset with longer text. A retrieval model pre-trained on such data can retrieval images based on longer text, which can be used for multimodal RAG, converting pure text to multimodal sample, etc. - Source for futher dataset research: Our data is large-scale, which can serve as the source for researches for data curation strategies. We provide many useful attributes as metadata for each document, which can enrich the filtering strategy and reduce the cost. - ...... # Data Format Following common practices, the data is organized into Parquet file format. You might encounter errors when using `pandas.read_parquet` (because the data structure contains nested elements). We recommend using fastparquet to load the parquet files. ```Python import fastparquet df = fastparquet.ParquetFile(parquet_file_path).to_pandas() # You can also use iter_batches parquet_file = pq.ParquetFile(filepath) for batch in parquet_file.iter_batches(): df = batch.to_pandas() ``` You can convert the i-th document and convert it into a dictionary. ```Python doc_dict = df.iloc[i].to_dict() ``` The document format is as follow: ```json { 'images': [ <str: image_1_url>, None, <str: image_2_url>, None, ], 'texts': [ None, <str: text_paragraph_1_content> None, <str: text_paragraph_2_content>, ] 'metadata': [ <dict: image_1_metadata>, None, <dict: image_2_metadata>, None ], 'general_metadata': { "url": <str: document url>, "id": <str: document id>, "domain": <list[str]: domains extracted from document url>, "fluency_prob": <float: the probability of fluency>, "non_advertisement_prob": <float: the probability of non-advertisement>, "porn_prob": <float: the probability of porn content>, "politics_prob": <float: the probability of politics content>, "toxic_prob": <float: the probability of toxic content>, } } ``` Each image metadata is as follow: ```json { "img_url_sha": <str: sha code of image url>, "width": <int: image width>, "height": <int: image height>, "bytes": <int: byte number of the image file>, "d_hash": <str: d_hash code of the image, used for image deduplication>, "p_hash": <str: p_hash code of the image, used for image deduplication>, "d_hash_dup_count": <int: duplicated times detected by d_hash code>, "p_hash_dup_count": <int: duplicated times detected by p_hash code>, "aesthetic prob": <float: aesthetic probility>, "unsafe prob": <float: NSFW probility>, } ``` # License OmniCorpus is released under a [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/deed.en) license, with the primary intent of supporting research activities. # Citation ``` @article{li2024omnicorpus, title={OmniCorpus: A Unified Multimodal Corpus of 10 Billion-Level Images Interleaved with Text}, author={Li, Qingyun and Chen, Zhe and Wang, Weiyun and Wang, Wenhai and Ye, Shenglong and Jin, Zhenjiang and others}, journal={arXiv preprint arXiv:2406.08418}, year={2024} } ```
open-llm-leaderboard/contents
open-llm-leaderboard
"2025-02-15T17:10:27Z"
16,721
14
[ "region:us" ]
null
"2024-06-26T08:33:17Z"
--- dataset_info: features: - name: eval_name dtype: string - name: Precision dtype: string - name: Type dtype: string - name: T dtype: string - name: Weight type dtype: string - name: Architecture dtype: string - name: Model dtype: string - name: fullname dtype: string - name: Model sha dtype: string - name: Average ⬆️ dtype: float64 - name: Hub License dtype: string - name: Hub ❤️ dtype: int64 - name: '#Params (B)' dtype: float64 - name: Available on the hub dtype: bool - name: MoE dtype: bool - name: Flagged dtype: bool - name: Chat Template dtype: bool - name: CO₂ cost (kg) dtype: float64 - name: IFEval Raw dtype: float64 - name: IFEval dtype: float64 - name: BBH Raw dtype: float64 - name: BBH dtype: float64 - name: MATH Lvl 5 Raw dtype: float64 - name: MATH Lvl 5 dtype: float64 - name: GPQA Raw dtype: float64 - name: GPQA dtype: float64 - name: MUSR Raw dtype: float64 - name: MUSR dtype: float64 - name: MMLU-PRO Raw dtype: float64 - name: MMLU-PRO dtype: float64 - name: Merged dtype: bool - name: Official Providers dtype: bool - name: Upload To Hub Date dtype: string - name: Submission Date dtype: string - name: Generation dtype: int64 - name: Base Model dtype: string splits: - name: train num_bytes: 3352963 num_examples: 3834 download_size: 926793 dataset_size: 3352963 configs: - config_name: default data_files: - split: train path: data/train-* ---
AI-MO/NuminaMath-TIR
AI-MO
"2024-11-25T05:32:53Z"
16,602
96
[ "task_categories:text-generation", "language:en", "license:apache-2.0", "size_categories:10K<n<100K", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us", "math", "aimo" ]
[ "text-generation" ]
"2024-07-16T07:44:24Z"
--- language: - en license: apache-2.0 task_categories: - text-generation pretty_name: NuminaMath TIR dataset_info: features: - name: problem dtype: string - name: solution dtype: string - name: messages list: - name: content dtype: string - name: role dtype: string splits: - name: train num_bytes: 327147067 num_examples: 72441 - name: test num_bytes: 461331 num_examples: 99 download_size: 147557990 dataset_size: 327608398 configs: - config_name: default data_files: - split: train path: data/train-* - split: test path: data/test-* tags: - math - aimo --- # Dataset Card for NuminaMath CoT ## Dataset Description - **Homepage:** https://projectnumina.ai - **Repository:** https://github.com/project-numina/aimo-progress-prize - **Paper:** https://github.com/project-numina/aimo-progress-prize/blob/main/report/numina_dataset.pdf - **Leaderboard:** - **Point of Contact:** [Jia Li](jia@projectnumina.ai) ### Dataset Summary Tool-integrated reasoning (TIR) plays a crucial role in this competition. However, collecting and annotating such data is both costly and time-consuming. To address this, we selected approximately 70k problems from the NuminaMath-CoT dataset, focusing on those with numerical outputs, most of which are integers. We then utilized a pipeline leveraging GPT-4 to generate TORA-like reasoning paths, executing the code and producing results until the solution was complete. We filtered out solutions where the final answer did not match the reference and repeated this process three times to ensure accuracy and consistency. This iterative approach allowed us to generate high-quality TORA data efficiently. ### Licensing Information The dataset is available under the [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0). ### Citation Information ``` @misc{numina_math_datasets, author = {Jia LI, Edward Beeching, Lewis Tunstall, Ben Lipkin, Roman Soletskyi, Shengyi Costa Huang, Kashif Rasul, Longhui Yu, Albert Jiang, Ziju Shen, Zihan Qin, Bin Dong, Li Zhou, Yann Fleureau, Guillaume Lample, and Stanislas Polu}, title = {NuminaMath TIR}, year = {2024}, publisher = {Numina}, journal = {Hugging Face repository}, howpublished = {\url{[https://huggingface.co/AI-MO/NuminaMath-TIR](https://github.com/project-numina/aimo-progress-prize/blob/main/report/numina_dataset.pdf)}} } ```
mteb/sts14-sts
mteb
"2022-09-27T19:11:37Z"
16,601
1
[ "language:en", "size_categories:1K<n<10K", "format:json", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us" ]
null
"2022-04-20T10:47:52Z"
--- language: - en ---
mteb/sts13-sts
mteb
"2022-09-27T19:12:02Z"
16,534
1
[ "language:en", "size_categories:1K<n<10K", "format:json", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us" ]
null
"2022-04-20T10:47:41Z"
--- language: - en ---
Avelina/smollm-corpus
Avelina
"2025-01-11T16:41:28Z"
16,521
5
[ "task_categories:text-generation", "language:en", "license:odc-by", "size_categories:100M<n<1B", "region:us" ]
[ "text-generation" ]
"2025-01-11T01:39:39Z"
--- license: odc-by dataset_info: - config_name: default features: - name: text dtype: string configs: - config_name: default data_files: - split: train path: data*/train-* task_categories: - text-generation language: - en size_categories: - 100M<n<1B --- # SmolLM-Corpus: Now shuffled and sharded! This is a version of the SmolLM-Corpus where the 3 subsets have been interleved, shuffled and sharded as 23698 `jsonl.zst` files for easy streaming! The dataset is comprised of the `cosmopedia-v2` and `fineweb-edu-dedup` subsets from the original [SmolLM-Corpus repo](https://huggingface.co/datasets/HuggingFaceTB/smollm-corpus), with the `python-edu` subset being pulled from my [python-edu repo](https://huggingface.co/datasets/Avelina/python-edu). ## Dataset Structure The dataset is split into 24 subdirectories, with the first 23 containing 1000 shards and the 24th containing the final 698. The repository is structured as follows: ``` data00/ ├── train-00000-of-23698.jsonl.zst ├── ... └── train-00999-of-23698.jsonl.zst data01/ ├── train-01000-of-23698.jsonl.zst ├── ... └── train-01999-of-23698.jsonl.zst ... data22/ ├── train-22000-of-23698.jsonl.zst ├── ... └── train-22999-of-23698.jsonl.zst data23/ ├── train-23000-of-23698.jsonl.zst ├── ... └── train-23697-of-23698.jsonl.zst ``` In general, you can obtain the exact download URL for all shards using the following python function: ```py def get_url_from_shard( index: int ) -> str: if index >= 23_698: raise ValueError( f'Shard index must be less than 23,698 but received {index}' ) group = index // 1000 return f'https://huggingface.co/datasets/Avelina/smollm-corpus/resolve/main/data{group:02d}/train-{index:05d}-of-23698.jsonl.zst' ``` ## Generation Code Here is the code which was used to generate the shuffled shards. Note the use of non-contiguous interleaving in attempt to uniformly pull documents from across entire subsets to loosely decouple shard index from original document position. Please make sure you `pip install zstandard`!!! ```py import tqdm import datasets from datasets import load_dataset # Output directory and file format. Note that the file extension enforces zst compression is used. OUTPUT_FMT = '/YOUR/FILE/PATH/HERE/data/train-{index:05d}-of-{num_shards:05d}.jsonl.zst' # Total number of shards giving approximately 10,000 documents per shard OUTPUT_NUM_SHARDS = 23698 # Grab the three datasets ds_python = load_dataset( 'Avelina/python-edu' ) ds_cosmo = load_dataset( 'HuggingFaceTB/smollm-corpus', 'cosmopedia-v2' ) ds_edu = load_dataset( 'HuggingFaceTB/smollm-corpus', 'fineweb-edu-dedup' ) # Retain only the text columns and the train splits ds_python = ds_python.select_columns( 'text' )[ 'train' ] ds_cosmo = ds_cosmo.select_columns( 'text' )[ 'train' ] ds_edu = ds_edu.select_columns( 'text' )[ 'train' ] # Iterate over all shards with a nice progbar for index in tqdm.tqdm( range( OUTPUT_NUM_SHARDS ) ): # Get non-contiguous in-memory sub-shards for the three datasets curr_python = ds_python.shard( num_shards=OUTPUT_NUM_SHARDS, index=index, contiguous=False, keep_in_memory=True ) curr_cosmo = ds_cosmo.shard( num_shards=OUTPUT_NUM_SHARDS, index=index, contiguous=False, keep_in_memory=True ) curr_edu = ds_edu.shard( num_shards=OUTPUT_NUM_SHARDS, index=index, contiguous=False, keep_in_memory=True ) # Concatenate the sub-shards curr_shard = datasets.concatenate_datasets( [ curr_python, curr_cosmo, curr_edu ] ) # Deterministically shuffle using the current shard index for reproducibility curr_shard = curr_shard.shuffle( seed=index, keep_in_memory=True ) # Dump the shards to .jsonl.zst curr_shard.to_json( OUTPUT_FMT.format( index=index, num_shards=OUTPUT_NUM_SHARDS ) ) ``` ## In-Memory Decompression Zstandard was chosen as it enables trivial in-memory decompression to minimise the storage impact of the dataset. Here is some example code which creates a python generator that yields each json line from a compressed shard stored at `file_name`, and a second function which creates a python generator that parses and yields the compressed shard. ```py import json from json import JSONDecodeError import zstandard def read_lines_zst( file_name ): # Open the file for reading in binary mode with open( file_name, 'rb' ) as file_handle: # Initialise an empty buffer buffer = '' # Create a reader for the opened file reader = zstandard.ZstdDecompressor( max_window_size=2**31 ).stream_reader( file_handle ) while True: # Read a chunk of up to 128MB chunk = reader.read( 2**27 ).decode() # If chunk is empty we've reached the end of the file and can break out if not chunk: break # Combine any prior buffer with the current chunk and split by newline lines = ( buffer + chunk ).split( '\n' ) # Yield the full lines so far for line in lines[ : -1 ]: yield line # The last 'line' is incomplete, so place in buffer for next chunk buffer = lines[ -1 ] # Always remember to close your reader! reader.close() def parse_jsonl_zst( file_name ): # Iterate over the yielded lines of the compressed shard for i, line in enumerate( read_lines_zst( file_name ) ): try: # Convert the line into a python dict and yield the text field yield json.loads( line )[ 'text' ] except ( KeyError, JSONDecodeError ): # Catch KeyError for 'text' not present in dict # Catch JSONDecodeError for malformed line print( f'JSON error @ shard={file_name}, line={i}' ) ``` Of course you *could* use HuggingFace's in-built streaming mechanics to handle things for you, but in my experience that approach is less reliable, doesn't handle `JSONDecodeError`s if there are malformed lines, can cause memory leaks, and has forced sharding behaviour when used inside a multi-worker PyTorch `DataLoader` which I've not yet found a way to disable!
OpenGVLab/MVBench
OpenGVLab
"2024-10-18T02:25:19Z"
16,494
29
[ "task_categories:visual-question-answering", "task_categories:video-classification", "language:en", "license:mit", "size_categories:1K<n<10K", "format:json", "modality:image", "modality:tabular", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "arxiv:2311.17005", "region:us" ]
[ "visual-question-answering", "video-classification" ]
"2023-11-28T12:03:30Z"
--- license: mit extra_gated_prompt: >- You agree to not use the dataset to conduct experiments that cause harm to human subjects. Please note that the data in this dataset may be subject to other agreements. Before using the data, be sure to read the relevant agreements carefully to ensure compliant use. Video copyrights belong to the original video creators or platforms and are for academic research use only. task_categories: - visual-question-answering - video-classification extra_gated_fields: Name: text Company/Organization: text Country: text E-Mail: text modalities: - Video - Text configs: - config_name: action_sequence data_files: json/action_sequence.json - config_name: moving_count data_files: json/moving_count.json - config_name: action_prediction data_files: json/action_prediction.json - config_name: episodic_reasoning data_files: json/episodic_reasoning.json - config_name: action_antonym data_files: json/action_antonym.json - config_name: action_count data_files: json/action_count.json - config_name: scene_transition data_files: json/scene_transition.json - config_name: object_shuffle data_files: json/object_shuffle.json - config_name: object_existence data_files: json/object_existence.json - config_name: fine_grained_pose data_files: json/fine_grained_pose.json - config_name: unexpected_action data_files: json/unexpected_action.json - config_name: moving_direction data_files: json/moving_direction.json - config_name: state_change data_files: json/state_change.json - config_name: object_interaction data_files: json/object_interaction.json - config_name: character_order data_files: json/character_order.json - config_name: action_localization data_files: json/action_localization.json - config_name: counterfactual_inference data_files: json/counterfactual_inference.json - config_name: fine_grained_action data_files: json/fine_grained_action.json - config_name: moving_attribute data_files: json/moving_attribute.json - config_name: egocentric_navigation data_files: json/egocentric_navigation.json language: - en size_categories: - 1K<n<10K --- # MVBench ## Dataset Description - **Repository:** [MVBench](https://github.com/OpenGVLab/Ask-Anything/blob/main/video_chat2/mvbench.ipynb) - **Paper:** [2311.17005](https://arxiv.org/abs/2311.17005) - **Point of Contact:** mailto:[kunchang li](likunchang@pjlab.org.cn) ## <span style="color: red;">Important Update</span> [18/10/2024] Due to NTU RGB+D License, 320 videos from NTU RGB+D need to be downloaded manually. Please visit [ROSE Lab](https://rose1.ntu.edu.sg/dataset/actionRecognition/) to access the data. We also provide a [list of the 320 videos](https://huggingface.co/datasets/OpenGVLab/MVBench/blob/main/video/MVBench_videos_ntu.txt) used in MVBench for your reference. ![images](./assert/generation.png) We introduce a novel static-to-dynamic method for defining temporal-related tasks. By converting static tasks into dynamic ones, we facilitate systematic generation of video tasks necessitating a wide range of temporal abilities, from perception to cognition. Guided by task definitions, we then **automatically transform public video annotations into multiple-choice QA** for task evaluation. This unique paradigm enables efficient creation of MVBench with minimal manual intervention while ensuring evaluation fairness through ground-truth video annotations and avoiding biased LLM scoring. The **20** temporal task examples are as follows. ![images](./assert/task_example.png) ## Evaluation An evaluation example is provided in [mvbench.ipynb](https://github.com/OpenGVLab/Ask-Anything/blob/main/video_chat2/mvbench.ipynb). Please follow the pipeline to prepare the evaluation code for various MLLMs. - **Preprocess**: We preserve the raw video (high resolution, long duration, etc.) along with corresponding annotations (start, end, subtitles, etc.) for future exploration; hence, the decoding of some raw videos like Perception Test may be slow. - **Prompt**: We explore effective system prompts to encourage better temporal reasoning in MLLM, as well as efficient answer prompts for option extraction. ## Leadrboard While an [Online leaderboard]() is under construction, the current standings are as follows: ![images](./assert/leaderboard.png)
cardiffnlp/tweet_eval
cardiffnlp
"2024-01-04T16:40:33Z"
16,443
118
[ "task_categories:text-classification", "task_ids:intent-classification", "task_ids:multi-class-classification", "task_ids:sentiment-classification", "annotations_creators:found", "language_creators:found", "multilinguality:monolingual", "source_datasets:extended|other-tweet-datasets", "language:en", "license:unknown", "size_categories:100K<n<1M", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "arxiv:2010.12421", "region:us" ]
[ "text-classification" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - found language_creators: - found language: - en license: - unknown multilinguality: - monolingual size_categories: - 100K<n<1M - 10K<n<100K - 1K<n<10K - n<1K source_datasets: - extended|other-tweet-datasets task_categories: - text-classification task_ids: - intent-classification - multi-class-classification - sentiment-classification paperswithcode_id: tweeteval pretty_name: TweetEval config_names: - emoji - emotion - hate - irony - offensive - sentiment - stance_abortion - stance_atheism - stance_climate - stance_feminist - stance_hillary dataset_info: - config_name: emoji features: - name: text dtype: string - name: label dtype: class_label: names: '0': ❤ '1': 😍 '2': 😂 '3': 💕 '4': 🔥 '5': 😊 '6': 😎 '7': ✨ '8': 💙 '9': 😘 '10': 📷 '11': 🇺🇸 '12': ☀ '13': 💜 '14': 😉 '15': 💯 '16': 😁 '17': 🎄 '18': 📸 '19': 😜 splits: - name: train num_bytes: 3803167 num_examples: 45000 - name: test num_bytes: 4255901 num_examples: 50000 - name: validation num_bytes: 396079 num_examples: 5000 download_size: 5939308 dataset_size: 8455147 - config_name: emotion features: - name: text dtype: string - name: label dtype: class_label: names: '0': anger '1': joy '2': optimism '3': sadness splits: - name: train num_bytes: 338871 num_examples: 3257 - name: test num_bytes: 146645 num_examples: 1421 - name: validation num_bytes: 38273 num_examples: 374 download_size: 367016 dataset_size: 523789 - config_name: hate features: - name: text dtype: string - name: label dtype: class_label: names: '0': non-hate '1': hate splits: - name: train num_bytes: 1223650 num_examples: 9000 - name: test num_bytes: 428934 num_examples: 2970 - name: validation num_bytes: 154144 num_examples: 1000 download_size: 1196346 dataset_size: 1806728 - config_name: irony features: - name: text dtype: string - name: label dtype: class_label: names: '0': non_irony '1': irony splits: - name: train num_bytes: 259187 num_examples: 2862 - name: test num_bytes: 75897 num_examples: 784 - name: validation num_bytes: 86017 num_examples: 955 download_size: 297647 dataset_size: 421101 - config_name: offensive features: - name: text dtype: string - name: label dtype: class_label: names: '0': non-offensive '1': offensive splits: - name: train num_bytes: 1648061 num_examples: 11916 - name: test num_bytes: 135473 num_examples: 860 - name: validation num_bytes: 192417 num_examples: 1324 download_size: 1234528 dataset_size: 1975951 - config_name: sentiment features: - name: text dtype: string - name: label dtype: class_label: names: '0': negative '1': neutral '2': positive splits: - name: train num_bytes: 5425122 num_examples: 45615 - name: test num_bytes: 1279540 num_examples: 12284 - name: validation num_bytes: 239084 num_examples: 2000 download_size: 4849675 dataset_size: 6943746 - config_name: stance_abortion features: - name: text dtype: string - name: label dtype: class_label: names: '0': none '1': against '2': favor splits: - name: train num_bytes: 68694 num_examples: 587 - name: test num_bytes: 33171 num_examples: 280 - name: validation num_bytes: 7657 num_examples: 66 download_size: 73517 dataset_size: 109522 - config_name: stance_atheism features: - name: text dtype: string - name: label dtype: class_label: names: '0': none '1': against '2': favor splits: - name: train num_bytes: 54775 num_examples: 461 - name: test num_bytes: 25716 num_examples: 220 - name: validation num_bytes: 6320 num_examples: 52 download_size: 62265 dataset_size: 86811 - config_name: stance_climate features: - name: text dtype: string - name: label dtype: class_label: names: '0': none '1': against '2': favor splits: - name: train num_bytes: 40249 num_examples: 355 - name: test num_bytes: 19925 num_examples: 169 - name: validation num_bytes: 4801 num_examples: 40 download_size: 48493 dataset_size: 64975 - config_name: stance_feminist features: - name: text dtype: string - name: label dtype: class_label: names: '0': none '1': against '2': favor splits: - name: train num_bytes: 70509 num_examples: 597 - name: test num_bytes: 33305 num_examples: 285 - name: validation num_bytes: 8035 num_examples: 67 download_size: 76345 dataset_size: 111849 - config_name: stance_hillary features: - name: text dtype: string - name: label dtype: class_label: names: '0': none '1': against '2': favor splits: - name: train num_bytes: 69596 num_examples: 620 - name: test num_bytes: 34487 num_examples: 295 - name: validation num_bytes: 7532 num_examples: 69 download_size: 74057 dataset_size: 111615 configs: - config_name: emoji data_files: - split: train path: emoji/train-* - split: test path: emoji/test-* - split: validation path: emoji/validation-* - config_name: emotion data_files: - split: train path: emotion/train-* - split: test path: emotion/test-* - split: validation path: emotion/validation-* - config_name: hate data_files: - split: train path: hate/train-* - split: test path: hate/test-* - split: validation path: hate/validation-* - config_name: irony data_files: - split: train path: irony/train-* - split: test path: irony/test-* - split: validation path: irony/validation-* - config_name: offensive data_files: - split: train path: offensive/train-* - split: test path: offensive/test-* - split: validation path: offensive/validation-* - config_name: sentiment data_files: - split: train path: sentiment/train-* - split: test path: sentiment/test-* - split: validation path: sentiment/validation-* - config_name: stance_abortion data_files: - split: train path: stance_abortion/train-* - split: test path: stance_abortion/test-* - split: validation path: stance_abortion/validation-* - config_name: stance_atheism data_files: - split: train path: stance_atheism/train-* - split: test path: stance_atheism/test-* - split: validation path: stance_atheism/validation-* - config_name: stance_climate data_files: - split: train path: stance_climate/train-* - split: test path: stance_climate/test-* - split: validation path: stance_climate/validation-* - config_name: stance_feminist data_files: - split: train path: stance_feminist/train-* - split: test path: stance_feminist/test-* - split: validation path: stance_feminist/validation-* - config_name: stance_hillary data_files: - split: train path: stance_hillary/train-* - split: test path: stance_hillary/test-* - split: validation path: stance_hillary/validation-* train-eval-index: - config: emotion task: text-classification task_id: multi_class_classification splits: train_split: train eval_split: test col_mapping: text: text label: target metrics: - type: accuracy name: Accuracy - type: f1 name: F1 macro args: average: macro - type: f1 name: F1 micro args: average: micro - type: f1 name: F1 weighted args: average: weighted - type: precision name: Precision macro args: average: macro - type: precision name: Precision micro args: average: micro - type: precision name: Precision weighted args: average: weighted - type: recall name: Recall macro args: average: macro - type: recall name: Recall micro args: average: micro - type: recall name: Recall weighted args: average: weighted - config: hate task: text-classification task_id: binary_classification splits: train_split: train eval_split: test col_mapping: text: text label: target metrics: - type: accuracy name: Accuracy - type: f1 name: F1 binary args: average: binary - type: precision name: Precision macro args: average: macro - type: precision name: Precision micro args: average: micro - type: precision name: Precision weighted args: average: weighted - type: recall name: Recall macro args: average: macro - type: recall name: Recall micro args: average: micro - type: recall name: Recall weighted args: average: weighted - config: irony task: text-classification task_id: binary_classification splits: train_split: train eval_split: test col_mapping: text: text label: target metrics: - type: accuracy name: Accuracy - type: f1 name: F1 binary args: average: binary - type: precision name: Precision macro args: average: macro - type: precision name: Precision micro args: average: micro - type: precision name: Precision weighted args: average: weighted - type: recall name: Recall macro args: average: macro - type: recall name: Recall micro args: average: micro - type: recall name: Recall weighted args: average: weighted - config: offensive task: text-classification task_id: binary_classification splits: train_split: train eval_split: test col_mapping: text: text label: target metrics: - type: accuracy name: Accuracy - type: f1 name: F1 binary args: average: binary - type: precision name: Precision macro args: average: macro - type: precision name: Precision micro args: average: micro - type: precision name: Precision weighted args: average: weighted - type: recall name: Recall macro args: average: macro - type: recall name: Recall micro args: average: micro - type: recall name: Recall weighted args: average: weighted - config: sentiment task: text-classification task_id: multi_class_classification splits: train_split: train eval_split: test col_mapping: text: text label: target metrics: - type: accuracy name: Accuracy - type: f1 name: F1 macro args: average: macro - type: f1 name: F1 micro args: average: micro - type: f1 name: F1 weighted args: average: weighted - type: precision name: Precision macro args: average: macro - type: precision name: Precision micro args: average: micro - type: precision name: Precision weighted args: average: weighted - type: recall name: Recall macro args: average: macro - type: recall name: Recall micro args: average: micro - type: recall name: Recall weighted args: average: weighted --- # Dataset Card for tweet_eval ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [Needs More Information] - **Repository:** [GitHub](https://github.com/cardiffnlp/tweeteval) - **Paper:** [EMNLP Paper](https://arxiv.org/pdf/2010.12421.pdf) - **Leaderboard:** [GitHub Leaderboard](https://github.com/cardiffnlp/tweeteval) - **Point of Contact:** [Needs More Information] ### Dataset Summary TweetEval consists of seven heterogenous tasks in Twitter, all framed as multi-class tweet classification. The tasks include - irony, hate, offensive, stance, emoji, emotion, and sentiment. All tasks have been unified into the same benchmark, with each dataset presented in the same format and with fixed training, validation and test splits. ### Supported Tasks and Leaderboards - `text_classification`: The dataset can be trained using a SentenceClassification model from HuggingFace transformers. ### Languages The text in the dataset is in English, as spoken by Twitter users. ## Dataset Structure ### Data Instances An instance from `emoji` config: ``` {'label': 12, 'text': 'Sunday afternoon walking through Venice in the sun with @user ️ ️ ️ @ Abbot Kinney, Venice'} ``` An instance from `emotion` config: ``` {'label': 2, 'text': "“Worry is a down payment on a problem you may never have'. \xa0Joyce Meyer. #motivation #leadership #worry"} ``` An instance from `hate` config: ``` {'label': 0, 'text': '@user nice new signage. Are you not concerned by Beatlemania -style hysterical crowds crongregating on you…'} ``` An instance from `irony` config: ``` {'label': 1, 'text': 'seeing ppl walking w/ crutches makes me really excited for the next 3 weeks of my life'} ``` An instance from `offensive` config: ``` {'label': 0, 'text': '@user Bono... who cares. Soon people will understand that they gain nothing from following a phony celebrity. Become a Leader of your people instead or help and support your fellow countrymen.'} ``` An instance from `sentiment` config: ``` {'label': 2, 'text': '"QT @user In the original draft of the 7th book, Remus Lupin survived the Battle of Hogwarts. #HappyBirthdayRemusLupin"'} ``` An instance from `stance_abortion` config: ``` {'label': 1, 'text': 'we remind ourselves that love means to be willing to give until it hurts - Mother Teresa'} ``` An instance from `stance_atheism` config: ``` {'label': 1, 'text': '@user Bless Almighty God, Almighty Holy Spirit and the Messiah. #SemST'} ``` An instance from `stance_climate` config: ``` {'label': 0, 'text': 'Why Is The Pope Upset? via @user #UnzippedTruth #PopeFrancis #SemST'} ``` An instance from `stance_feminist` config: ``` {'label': 1, 'text': "@user @user is the UK's answer to @user and @user #GamerGate #SemST"} ``` An instance from `stance_hillary` config: ``` {'label': 1, 'text': "If a man demanded staff to get him an ice tea he'd be called a sexists elitist pig.. Oink oink #Hillary #SemST"} ``` ### Data Fields For `emoji` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: ❤ `1`: 😍 `2`: 😂 `3`: 💕 `4`: 🔥 `5`: 😊 `6`: 😎 `7`: ✨ `8`: 💙 `9`: 😘 `10`: 📷 `11`: 🇺🇸 `12`: ☀ `13`: 💜 `14`: 😉 `15`: 💯 `16`: 😁 `17`: 🎄 `18`: 📸 `19`: 😜 For `emotion` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: anger `1`: joy `2`: optimism `3`: sadness For `hate` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: non-hate `1`: hate For `irony` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: non_irony `1`: irony For `offensive` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: non-offensive `1`: offensive For `sentiment` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: negative `1`: neutral `2`: positive For `stance_abortion` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: none `1`: against `2`: favor For `stance_atheism` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: none `1`: against `2`: favor For `stance_climate` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: none `1`: against `2`: favor For `stance_feminist` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: none `1`: against `2`: favor For `stance_hillary` config: - `text`: a `string` feature containing the tweet. - `label`: an `int` classification label with the following mapping: `0`: none `1`: against `2`: favor ### Data Splits | name | train | validation | test | | --------------- | ----- | ---------- | ----- | | emoji | 45000 | 5000 | 50000 | | emotion | 3257 | 374 | 1421 | | hate | 9000 | 1000 | 2970 | | irony | 2862 | 955 | 784 | | offensive | 11916 | 1324 | 860 | | sentiment | 45615 | 2000 | 12284 | | stance_abortion | 587 | 66 | 280 | | stance_atheism | 461 | 52 | 220 | | stance_climate | 355 | 40 | 169 | | stance_feminist | 597 | 67 | 285 | | stance_hillary | 620 | 69 | 295 | ## Dataset Creation ### Curation Rationale [Needs More Information] ### Source Data #### Initial Data Collection and Normalization [Needs More Information] #### Who are the source language producers? [Needs More Information] ### Annotations #### Annotation process [Needs More Information] #### Who are the annotators? [Needs More Information] ### Personal and Sensitive Information [Needs More Information] ## Considerations for Using the Data ### Social Impact of Dataset [Needs More Information] ### Discussion of Biases [Needs More Information] ### Other Known Limitations [Needs More Information] ## Additional Information ### Dataset Curators Francesco Barbieri, Jose Camacho-Collados, Luis Espiinosa-Anke and Leonardo Neves through Cardiff NLP. ### Licensing Information This is not a single dataset, therefore each subset has its own license (the collection itself does not have additional restrictions). All of the datasets require complying with Twitter [Terms Of Service](https://twitter.com/tos) and Twitter API [Terms Of Service](https://developer.twitter.com/en/developer-terms/agreement-and-policy) Additionally the license are: - emoji: Undefined - emotion(EmoInt): Undefined - hate (HateEval): Need permission [here](http://hatespeech.di.unito.it/hateval.html) - irony: Undefined - Offensive: Undefined - Sentiment: [Creative Commons Attribution 3.0 Unported License](https://groups.google.com/g/semevaltweet/c/k5DDcvVb_Vo/m/zEOdECFyBQAJ) - Stance: Undefined ### Citation Information ``` @inproceedings{barbieri2020tweeteval, title={{TweetEval:Unified Benchmark and Comparative Evaluation for Tweet Classification}}, author={Barbieri, Francesco and Camacho-Collados, Jose and Espinosa-Anke, Luis and Neves, Leonardo}, booktitle={Proceedings of Findings of EMNLP}, year={2020} } ``` If you use any of the TweetEval datasets, please cite their original publications: #### Emotion Recognition: ``` @inproceedings{mohammad2018semeval, title={Semeval-2018 task 1: Affect in tweets}, author={Mohammad, Saif and Bravo-Marquez, Felipe and Salameh, Mohammad and Kiritchenko, Svetlana}, booktitle={Proceedings of the 12th international workshop on semantic evaluation}, pages={1--17}, year={2018} } ``` #### Emoji Prediction: ``` @inproceedings{barbieri2018semeval, title={Semeval 2018 task 2: Multilingual emoji prediction}, author={Barbieri, Francesco and Camacho-Collados, Jose and Ronzano, Francesco and Espinosa-Anke, Luis and Ballesteros, Miguel and Basile, Valerio and Patti, Viviana and Saggion, Horacio}, booktitle={Proceedings of The 12th International Workshop on Semantic Evaluation}, pages={24--33}, year={2018} } ``` #### Irony Detection: ``` @inproceedings{van2018semeval, title={Semeval-2018 task 3: Irony detection in english tweets}, author={Van Hee, Cynthia and Lefever, Els and Hoste, V{\'e}ronique}, booktitle={Proceedings of The 12th International Workshop on Semantic Evaluation}, pages={39--50}, year={2018} } ``` #### Hate Speech Detection: ``` @inproceedings{basile-etal-2019-semeval, title = "{S}em{E}val-2019 Task 5: Multilingual Detection of Hate Speech Against Immigrants and Women in {T}witter", author = "Basile, Valerio and Bosco, Cristina and Fersini, Elisabetta and Nozza, Debora and Patti, Viviana and Rangel Pardo, Francisco Manuel and Rosso, Paolo and Sanguinetti, Manuela", booktitle = "Proceedings of the 13th International Workshop on Semantic Evaluation", year = "2019", address = "Minneapolis, Minnesota, USA", publisher = "Association for Computational Linguistics", url = "https://www.aclweb.org/anthology/S19-2007", doi = "10.18653/v1/S19-2007", pages = "54--63" } ``` #### Offensive Language Identification: ``` @inproceedings{zampieri2019semeval, title={SemEval-2019 Task 6: Identifying and Categorizing Offensive Language in Social Media (OffensEval)}, author={Zampieri, Marcos and Malmasi, Shervin and Nakov, Preslav and Rosenthal, Sara and Farra, Noura and Kumar, Ritesh}, booktitle={Proceedings of the 13th International Workshop on Semantic Evaluation}, pages={75--86}, year={2019} } ``` #### Sentiment Analysis: ``` @inproceedings{rosenthal2017semeval, title={SemEval-2017 task 4: Sentiment analysis in Twitter}, author={Rosenthal, Sara and Farra, Noura and Nakov, Preslav}, booktitle={Proceedings of the 11th international workshop on semantic evaluation (SemEval-2017)}, pages={502--518}, year={2017} } ``` #### Stance Detection: ``` @inproceedings{mohammad2016semeval, title={Semeval-2016 task 6: Detecting stance in tweets}, author={Mohammad, Saif and Kiritchenko, Svetlana and Sobhani, Parinaz and Zhu, Xiaodan and Cherry, Colin}, booktitle={Proceedings of the 10th International Workshop on Semantic Evaluation (SemEval-2016)}, pages={31--41}, year={2016} } ``` ### Contributions Thanks to [@gchhablani](https://github.com/gchhablani) and [@abhishekkrthakur](https://github.com/abhishekkrthakur) for adding this dataset.
HuggingFaceTB/finemath
HuggingFaceTB
"2025-02-06T10:31:11Z"
16,433
282
[ "license:odc-by", "size_categories:10M<n<100M", "format:parquet", "modality:tabular", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2502.02737", "doi:10.57967/hf/3847", "region:us" ]
null
"2024-11-25T15:23:13Z"
--- license: odc-by dataset_info: - config_name: finemath-3plus features: - name: url dtype: string - name: fetch_time dtype: int64 - name: content_mime_type dtype: string - name: warc_filename dtype: string - name: warc_record_offset dtype: int32 - name: warc_record_length dtype: int32 - name: text dtype: string - name: token_count dtype: int32 - name: char_count dtype: int32 - name: metadata dtype: string - name: score dtype: float64 - name: int_score dtype: int64 - name: crawl dtype: string - name: snapshot_type dtype: string - name: language dtype: string - name: language_score dtype: float64 splits: - name: train num_bytes: 137764105388.93857 num_examples: 21405610 download_size: 65039196945 dataset_size: 137764105388.93857 - config_name: finemath-4plus features: - name: url dtype: string - name: fetch_time dtype: int64 - name: content_mime_type dtype: string - name: warc_filename dtype: string - name: warc_record_offset dtype: int32 - name: warc_record_length dtype: int32 - name: text dtype: string - name: token_count dtype: int32 - name: char_count dtype: int32 - name: metadata dtype: string - name: score dtype: float64 - name: int_score dtype: int64 - name: crawl dtype: string - name: snapshot_type dtype: string - name: language dtype: string - name: language_score dtype: float64 splits: - name: train num_bytes: 39101488149.09091 num_examples: 6699493 download_size: 18365184633 dataset_size: 39101488149.09091 - config_name: infiwebmath-3plus features: - name: url dtype: string - name: metadata dtype: string - name: score dtype: float64 - name: int_score dtype: int64 - name: token_count dtype: int64 - name: char_count dtype: int64 - name: text dtype: string splits: - name: train num_bytes: 96485696853.10182 num_examples: 13882669 download_size: 46808660851 dataset_size: 96485696853.10182 - config_name: infiwebmath-4plus features: - name: url dtype: string - name: metadata dtype: string - name: score dtype: float64 - name: int_score dtype: int64 - name: token_count dtype: int64 - name: char_count dtype: int64 - name: text dtype: string splits: - name: train num_bytes: 40002719500.1551 num_examples: 6296212 download_size: 19234328998 dataset_size: 40002719500.1551 configs: - config_name: finemath-3plus data_files: - split: train path: finemath-3plus/train-* - config_name: finemath-4plus data_files: - split: train path: finemath-4plus/train-* - config_name: infiwebmath-3plus data_files: - split: train path: infiwebmath-3plus/train-* - config_name: infiwebmath-4plus data_files: - split: train path: infiwebmath-4plus/train-* --- # 📐 FineMath ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61c141342aac764ce1654e43/0GAdY8wZx6bGtUzqX4Lvi.png) ## What is it? 📐 FineMath consists of **34B tokens** (FineMath-3+) and **54B tokens** (FineMath-3+ with InfiMM-WebMath-3+) of mathematical educational content filtered from CommonCrawl. To curate this dataset, we trained a mathematical content [classifier](https://huggingface.co/HuggingFaceTB/finemath-classifier) using annotations generated by LLama-3.1-70B-Instruct. We used the classifier to retain only the most educational mathematics content, focusing on clear explanations and step-by-step problem solving rather than advanced academic papers. The [Dataset Curation](#dataset-curation) section details the process for creating the dataset. More details in our paper: https://arxiv.org/abs/2502.02737v1. <img src="assets/train_curves.png" width="800"/> ## What is being released? The dataset is released in two versions: - **FineMath-3+**: 34B tokens, 21.4M documents containing mathematical reasoning and problem solving, formatted with Markdown and LaTeX. - **FineMath-4+** (a subset of FineMath-3+): 9.6B tokens, 6.7M documents of higher quality with detailed explanations. Models trained on this dataset perform better on GSM8k and MATH. <!-- (the image looks kinda meh) <img src="assets/stats.png" width="512"/> --> We also release a filtered English text-only portion of the **[InfiMM-WebMath-40B](https://huggingface.co/datasets/Infi-MM/InfiMM-WebMath-40B)** dataset, classified using the same approach as FineMath: - **InfiMM-WebMath-3+**: 20.5B tokens, 13.9M documents. - **InfiMM-WebMath-4+** (a subset of InfiMM-WebMath-3+): 8.5B tokens, 6.3M documents. ## How to load the dataset Use one of the available configs: `finemath-3plus`, `finemath-4plus`, `infiwebmath-3plus`, or `infiwebmath-4plus`. ```python from datasets import load_dataset # Load the high-quality subset data = load_dataset("HuggingFaceTB/finemath", "finemath-4plus", split="train", num_proc=8) # Or load the larger subset data = load_dataset("HuggingFaceTB/finemath", "finemath-3plus", split="train", num_proc=8) ``` ## Dataset curation Recent language models like DeepSeekMath and MathStral have demonstrated strong mathematical capabilities, trained on specialized datasets that aren't publicly available. We developed a pipeline to identify and extract high-quality mathematical content from CommonCrawl, with several iterations of refinement to improve quality. ### Phase 1: Initial content extraction and classification We began by re-extracting pages from CommonCrawl WARCs using URLs from the FineWeb dataset, collecting both the latest and largest versions of each page to capture the evolution of pages across the years. Unlike FineWeb which uses Trafilatura, we employed Resiliparse for text extraction as it better preserves forum discussions and QA answers that often contain crucial reasoning steps and solutions. For initial quality assessment, we used [Llama-3.1-70B-Instruct](https://huggingface.co/meta-llama/Llama-3.1-70B-Instruct) to generate annotations on a 3-point scale: 1. Contains general mathematical content 2. Shows logical reasoning in mathematical context 3. Contains clear step-by-step solutions at appropriate level A `multilingual-e5-small`-based classifier finetuned on these annotations was used to score the initial corpus. However, this first version performed below the OpenWebMath baseline, leading to several important refinements. ### Phase 2: Recalling more candidate pages Analysis revealed that FineWeb's C4 filter removes pages containing '{' characters, inadvertently filtering out content with LaTeX notation. To address this and expand coverage, we: 1. Identified promising website domains by selecting those where at least 10% of pages received a classifier score ≥ 2 2. Added URLs from OpenWebMath and InfiMM-WebMath datasets 3. Recovered URLs of pages filtered by FineWeb's '{' rule from its rejection logs 4. Re-extracted all content from scratch using the [OpenWebMath pipeline](https://github.com/keirp/OpenWebMath), which properly handles mathematical notation across various HTML markup formats and standardizes them to LaTeX ### Phase 3: Refined quality assessment The expanded corpus underwent a more fine-grained quality evaluation: Once again, we used LLama-3.1-70B-Instruct to score a sample of newly extracted pages on a 5-point scale (full prompt available in [here](assets/prompt.txt)): We finetuned a new [classifier](https://huggingface.co/HuggingFaceTB/finemath-classifier) on these annotations and scored the entire corpus. After leaving only pages with a score of 3 or higher, and deduplicating the samples using simple single-band MinHash-LSH, we obtained FineMath-3+ with 34B tokens. The same classifier was applied to InfiMM-WebMath's text content, focusing more on reasoning rather than advanced mathematics. Both datasets were additionally filtered using FineWeb's language classification pipeline to remove non-English content. ### Decontamination Following Qwen2.5-Math's approach, we removed samples with 13-gram overlaps against test sets from GSM8k, MATH, MMLU and ARC. Decontamination logs are available at [HuggingFaceTB/finemath_contamination_report](https://huggingface.co/datasets/HuggingFaceTB/finemath_contamination_report). ## Results and Performance <img src="assets/eval_bar.png" width="600"/> Our evaluations show several key findings: 1. FineMath-3+ outperforms the base InfiWebMath on GSM8k and MATH benchmarks 2. FineMath-4+ demonstrates superior performance compared to both FineMath-3+ and InfiWebMath-4+ on GSM8k and MATH 3. Combining the datasets (50% FineMath-3+ with 50% InfiWebMath-3+) yields approximately 50B tokens while matching the performance of FineMath-3+ 4. Deduplicating the pages repeated between FineMath and InfiWebMath reduces performance compared to a non-deduplicated combination ## Dataset Schema ```python { 'url': string, # Source page URL 'fetch_time': int64, # Crawler timestamp 'content_mime_type': string, # MIME type 'warc_filename': string, # Common Crawl WARC source file 'warc_record_offset': int32, # WARC record offset, in bytes 'warc_record_length': int32, # WARC record size, in bytes 'text': string, # Page content 'token_count': int32, # Number of Llama tokens 'char_count': int32, # Character count 'metadata': string, # Additional OpenWebMath metadata 'score': float64, # Raw quality score 'int_score': int64, # Integer quality score 'crawl': string, # Common Crawl crawl identifier 'snapshot_type': string, # Whether the page is the latest or the largest for this URL 'language': string, # Document language 'language_score': float64 # LangID probability } ``` ## Considerations for Using the Data ### Social Impact of Dataset With the release of this dataset, we aim to make high-quality mathematical educational content more accessible to the machine learning community. While multiple language models have demonstrated strong mathematical capabilities, the datasets used to train these capabilities are often not publicly available. By releasing FineMath, we hope to: - Make the dataset creation process more transparent - Reduce the barrier to entry for training models with strong mathematical capabilities - Provide a benchmark for mathematical content quality filtering ### Discussion of Biases The dataset may have certain inherent biases: - Focus on English language content - Emphasis on popular educational approaches to mathematics - Bias towards certain types of mathematical notation and formatting ### Other Known Limitations - The dataset is limited to English language content - The filtering criteria may not capture advanced mathematical content (e.g. advanced research subjects) - Some mathematical notation (e.g. image-based) may not be preserved - Long-form content may have varying quality even within high-scoring documents ## Licensing Information The dataset is released under the **Open Data Commons Attribution License (ODC-By) v1.0** [license](https://opendatacommons.org/licenses/by/1-0/). The use of this dataset is also subject to [CommonCrawl's Terms of Use](https://commoncrawl.org/terms-of-use). ## Future work There are several avenues for future work: - Expand language coverage beyond English - Improve mathematical notation extraction and preservation - Develop more sophisticated quality metrics - Create specialized subsets for different educational levels ### Citation Information ``` @misc{allal2025smollm2smolgoesbig, title={SmolLM2: When Smol Goes Big -- Data-Centric Training of a Small Language Model}, author={Loubna Ben Allal and Anton Lozhkov and Elie Bakouch and Gabriel Martín Blázquez and Guilherme Penedo and Lewis Tunstall and Andrés Marafioti and Hynek Kydlíček and Agustín Piqueres Lajarín and Vaibhav Srivastav and Joshua Lochner and Caleb Fahlgren and Xuan-Son Nguyen and Clémentine Fourrier and Ben Burtenshaw and Hugo Larcher and Haojun Zhao and Cyril Zakka and Mathieu Morlon and Colin Raffel and Leandro von Werra and Thomas Wolf}, year={2025}, eprint={2502.02737}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2502.02737}, } ```
bigscience/P3
bigscience
"2024-03-04T18:08:03Z"
16,320
212
[ "task_categories:other", "annotations_creators:crowdsourced", "annotations_creators:expert-generated", "multilinguality:monolingual", "language:en", "license:apache-2.0", "size_categories:100M<n<1B", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2110.08207", "region:us" ]
[ "other" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - crowdsourced - expert-generated language: - en license: - apache-2.0 multilinguality: - monolingual size_categories: - 100M<n<1B task_categories: - other pretty_name: P3 dataset_info: - config_name: adversarial_qa_dbert_answer_the_following_q features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 18313753 num_examples: 10000 - name: validation num_bytes: 1791034 num_examples: 1000 download_size: 6288641 dataset_size: 20104787 - config_name: adversarial_qa_dbert_based_on features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 17580553 num_examples: 10000 - name: validation num_bytes: 1717566 num_examples: 1000 download_size: 6206744 dataset_size: 19298119 - config_name: adversarial_qa_dbert_generate_question features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 18552810 num_examples: 10000 - name: validation num_bytes: 1824231 num_examples: 1000 - name: test num_bytes: 1954952 num_examples: 1000 download_size: 5882604 dataset_size: 22331993 - config_name: adversarial_qa_dbert_question_context_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 16859685 num_examples: 10000 - name: validation num_bytes: 1646118 num_examples: 1000 download_size: 6180363 dataset_size: 18505803 - config_name: adversarial_qa_dbert_tell_what_it_is features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 17793277 num_examples: 10000 - name: validation num_bytes: 1739418 num_examples: 1000 download_size: 6276720 dataset_size: 19532695 - config_name: adversarial_qa_dbidaf_answer_the_following_q features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 18273217 num_examples: 10000 - name: validation num_bytes: 1797789 num_examples: 1000 download_size: 6321670 dataset_size: 20071006 - config_name: adversarial_qa_dbidaf_based_on features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 17539777 num_examples: 10000 - name: validation num_bytes: 1724577 num_examples: 1000 download_size: 6247591 dataset_size: 19264354 - config_name: adversarial_qa_dbidaf_generate_question features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 18508967 num_examples: 10000 - name: validation num_bytes: 1830585 num_examples: 1000 - name: test num_bytes: 1925723 num_examples: 1000 download_size: 5983857 dataset_size: 22265275 - config_name: adversarial_qa_dbidaf_question_context_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 16821505 num_examples: 10000 - name: validation num_bytes: 1652425 num_examples: 1000 download_size: 6292806 dataset_size: 18473930 - config_name: adversarial_qa_dbidaf_tell_what_it_is features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 17755161 num_examples: 10000 - name: validation num_bytes: 1745717 num_examples: 1000 download_size: 6250903 dataset_size: 19500878 - config_name: adversarial_qa_droberta_answer_the_following_q features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 18084393 num_examples: 10000 - name: validation num_bytes: 1798375 num_examples: 1000 download_size: 6223439 dataset_size: 19882768 - config_name: adversarial_qa_droberta_based_on features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 17352073 num_examples: 10000 - name: validation num_bytes: 1725151 num_examples: 1000 download_size: 6202901 dataset_size: 19077224 - config_name: adversarial_qa_droberta_generate_question features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 18257414 num_examples: 10000 - name: validation num_bytes: 1828966 num_examples: 1000 - name: test num_bytes: 1997556 num_examples: 1000 download_size: 5928633 dataset_size: 22083936 - config_name: adversarial_qa_droberta_question_context_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 16638393 num_examples: 10000 - name: validation num_bytes: 1653815 num_examples: 1000 download_size: 6193786 dataset_size: 18292208 - config_name: adversarial_qa_droberta_tell_what_it_is features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 17571837 num_examples: 10000 - name: validation num_bytes: 1747043 num_examples: 1000 download_size: 6152157 dataset_size: 19318880 - config_name: ag_news_classify features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 79459523 num_examples: 120000 - name: test num_bytes: 5007082 num_examples: 7600 download_size: 37504540 dataset_size: 84466605 - config_name: ag_news_classify_question_first features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 79339523 num_examples: 120000 - name: test num_bytes: 4999482 num_examples: 7600 download_size: 37311664 dataset_size: 84339005 - config_name: ag_news_classify_with_choices features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 91699523 num_examples: 120000 - name: test num_bytes: 5782282 num_examples: 7600 download_size: 38377186 dataset_size: 97481805 - config_name: ag_news_classify_with_choices_question_first features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 91699523 num_examples: 120000 - name: test num_bytes: 5782282 num_examples: 7600 download_size: 38318638 dataset_size: 97481805 - config_name: ag_news_recommend features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 94039523 num_examples: 120000 - name: test num_bytes: 5930482 num_examples: 7600 download_size: 38368116 dataset_size: 99970005 - config_name: ag_news_which_section features: - name: answer_choices sequence: string - name: inputs sequence: int32 - 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config_name: dream_generate_first_utterance features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 7880062 num_examples: 6116 - name: validation num_bytes: 2580535 num_examples: 2040 - name: test num_bytes: 2584957 num_examples: 2041 download_size: 2989013 dataset_size: 13045554 - config_name: dream_generate_last_utterance features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 8125880 num_examples: 6116 - name: validation num_bytes: 2659720 num_examples: 2040 - name: test num_bytes: 2660169 num_examples: 2041 download_size: 3018904 dataset_size: 13445769 - config_name: dream_read_the_following_conversation_and_answer_the_question features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - 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name: test num_bytes: 57135051 num_examples: 13449 download_size: 71643871 dataset_size: 362121445 - config_name: duorc_ParaphraseRC_decide_worth_it features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 314845789 num_examples: 69524 - name: validation num_bytes: 70331271 num_examples: 15591 - name: test num_bytes: 72204115 num_examples: 15857 download_size: 100794562 dataset_size: 457381175 - config_name: duorc_ParaphraseRC_extract_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 308636910 num_examples: 69524 - name: validation num_bytes: 68940369 num_examples: 15591 - name: test num_bytes: 70789828 num_examples: 15857 download_size: 99839398 dataset_size: 448367107 - config_name: duorc_ParaphraseRC_generate_question features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 289153644 num_examples: 69524 - name: validation num_bytes: 64571759 num_examples: 15591 - name: test num_bytes: 66337503 num_examples: 15857 download_size: 74472346 dataset_size: 420062906 - config_name: duorc_ParaphraseRC_generate_question_by_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 254613731 num_examples: 58752 - name: validation num_bytes: 56695982 num_examples: 13111 - name: test num_bytes: 58319337 num_examples: 13449 download_size: 85228208 dataset_size: 369629050 - config_name: duorc_ParaphraseRC_movie_director features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 313618847 num_examples: 69524 - name: validation num_bytes: 70059761 num_examples: 15591 - name: test num_bytes: 71923481 num_examples: 15857 download_size: 97051040 dataset_size: 455602089 - config_name: duorc_ParaphraseRC_question_answering features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 303335003 num_examples: 69524 - name: validation num_bytes: 67754823 num_examples: 15591 - name: test num_bytes: 69577638 num_examples: 15857 download_size: 97347736 dataset_size: 440667464 - config_name: duorc_ParaphraseRC_title_generation features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 286267262 num_examples: 69524 - name: validation num_bytes: 63924046 num_examples: 15591 - name: test num_bytes: 65673450 num_examples: 15857 download_size: 69655194 dataset_size: 415864758 - config_name: duorc_SelfRC_answer_question features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 263617804 num_examples: 60721 - name: validation num_bytes: 56257282 num_examples: 12961 - name: test num_bytes: 54002992 num_examples: 12559 download_size: 81555005 dataset_size: 373878078 - config_name: duorc_SelfRC_build_story_around_qa features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 245194648 num_examples: 60094 - name: validation num_bytes: 52411094 num_examples: 12845 - name: test num_bytes: 50178336 num_examples: 12415 download_size: 64377895 dataset_size: 347784078 - config_name: duorc_SelfRC_decide_worth_it features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 270001960 num_examples: 60721 - name: validation num_bytes: 57619748 num_examples: 12961 - name: test num_bytes: 55323474 num_examples: 12559 download_size: 83633588 dataset_size: 382945182 - config_name: duorc_SelfRC_extract_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 264596258 num_examples: 60721 - name: validation num_bytes: 56466014 num_examples: 12961 - name: test num_bytes: 54205435 num_examples: 12559 download_size: 81309597 dataset_size: 375267707 - config_name: duorc_SelfRC_generate_question features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 247615958 num_examples: 60721 - name: validation num_bytes: 52851295 num_examples: 12961 - name: test num_bytes: 50703125 num_examples: 12559 download_size: 60820233 dataset_size: 351170378 - config_name: duorc_SelfRC_generate_question_by_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 250482850 num_examples: 60094 - name: validation num_bytes: 53541352 num_examples: 12845 - name: test num_bytes: 51271129 num_examples: 12415 download_size: 76508439 dataset_size: 355295331 - config_name: duorc_SelfRC_movie_director features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 268967019 num_examples: 60721 - name: validation num_bytes: 57398891 num_examples: 12961 - name: test num_bytes: 55109435 num_examples: 12559 download_size: 80004661 dataset_size: 381475345 - config_name: duorc_SelfRC_question_answering features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 259527119 num_examples: 60721 - name: validation num_bytes: 55382968 num_examples: 12961 - name: test num_bytes: 53157679 num_examples: 12559 download_size: 79992380 dataset_size: 368067766 - config_name: duorc_SelfRC_title_generation features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 245154844 num_examples: 60721 - name: validation num_bytes: 52322017 num_examples: 12961 - name: test num_bytes: 50193684 num_examples: 12559 download_size: 57228086 dataset_size: 347670545 - config_name: gigaword_TLDR features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2050904486 num_examples: 3803957 - name: validation num_bytes: 102511962 num_examples: 189651 - name: test num_bytes: 1022016 num_examples: 1951 download_size: 1034760505 dataset_size: 2154438464 - config_name: gigaword_first_sentence_title features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2214474621 num_examples: 3803957 - name: validation num_bytes: 110666955 num_examples: 189651 - name: test num_bytes: 1105909 num_examples: 1951 download_size: 1045083572 dataset_size: 2326247485 - config_name: gigaword_generate_summary_for_this features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2282945863 num_examples: 3803957 - name: validation num_bytes: 114080673 num_examples: 189651 - name: test num_bytes: 1141027 num_examples: 1951 download_size: 1047958875 dataset_size: 2398167563 - config_name: gigaword_in_a_nutshell features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2107963841 num_examples: 3803957 - name: validation num_bytes: 105356727 num_examples: 189651 - name: test num_bytes: 1051281 num_examples: 1951 download_size: 1039054230 dataset_size: 2214371849 - config_name: gigaword_make_a_title features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2187846922 num_examples: 3803957 - name: validation num_bytes: 109339398 num_examples: 189651 - name: test num_bytes: 1092252 num_examples: 1951 download_size: 1041468039 dataset_size: 2298278572 - config_name: gigaword_reverse_writing features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2005257002 num_examples: 3803957 - name: validation num_bytes: 100236150 num_examples: 189651 - name: test num_bytes: 998604 num_examples: 1951 download_size: 1035911157 dataset_size: 2106491756 - config_name: gigaword_write_a_title_for_this_sentence features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2256318148 num_examples: 3803957 - name: validation num_bytes: 112753116 num_examples: 189651 - name: test num_bytes: 1127370 num_examples: 1951 download_size: 1047096693 dataset_size: 2370198634 - config_name: gigaword_write_an_article features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2340005218 num_examples: 3803957 - name: validation num_bytes: 116925438 num_examples: 189651 - name: test num_bytes: 1170292 num_examples: 1951 download_size: 1054197705 dataset_size: 2458100948 - config_name: gigaword_write_its_sentence features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2313377519 num_examples: 3803957 - name: validation num_bytes: 115597881 num_examples: 189651 - name: test num_bytes: 1156635 num_examples: 1951 download_size: 1050253600 dataset_size: 2430132035 - config_name: glue_mrpc_equivalent features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2501163 num_examples: 3668 - name: validation num_bytes: 278983 num_examples: 408 - name: test num_bytes: 1172357 num_examples: 1725 download_size: 1559623 dataset_size: 3952503 - config_name: glue_mrpc_generate_paraphrase features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1412371 num_examples: 2474 - name: validation num_bytes: 159956 num_examples: 279 - name: test num_bytes: 655043 num_examples: 1147 download_size: 1319923 dataset_size: 2227370 - config_name: glue_mrpc_generate_sentence features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1550915 num_examples: 2474 - name: validation num_bytes: 175580 num_examples: 279 - name: test num_bytes: 719275 num_examples: 1147 download_size: 1331017 dataset_size: 2445770 - config_name: glue_mrpc_paraphrase features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - 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config_name: glue_mrpc_want_to_know features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2464741 num_examples: 3668 - name: validation num_bytes: 274966 num_examples: 408 - name: test num_bytes: 1155080 num_examples: 1725 download_size: 1564693 dataset_size: 3894787 - config_name: glue_qqp_answer features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 138150624 num_examples: 363846 - name: validation num_bytes: 15346609 num_examples: 40430 - name: test num_bytes: 150346271 num_examples: 390965 download_size: 123951530 dataset_size: 303843504 - config_name: glue_qqp_duplicate features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 143209364 num_examples: 363846 - name: validation num_bytes: 15908817 num_examples: 40430 - name: test num_bytes: 155772241 num_examples: 390965 download_size: 124829152 dataset_size: 314890422 - config_name: glue_qqp_duplicate_or_not features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 166115206 num_examples: 363846 - name: validation num_bytes: 18454224 num_examples: 40430 - name: test num_bytes: 178133060 num_examples: 390965 download_size: 124310599 dataset_size: 362702490 - config_name: glue_qqp_meaning features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - 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name: test num_bytes: 150346271 num_examples: 390965 download_size: 125586835 dataset_size: 303843504 - config_name: hellaswag_Appropriate_continuation_Yes_or_No features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 36636395 num_examples: 39905 - name: validation num_bytes: 9457712 num_examples: 10042 - name: test num_bytes: 9207968 num_examples: 10003 download_size: 22929700 dataset_size: 55302075 - config_name: hellaswag_Open_ended_completion features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 53208771 num_examples: 39905 - name: validation num_bytes: 13804081 num_examples: 10042 - name: test num_bytes: 13323189 num_examples: 10003 download_size: 44228748 dataset_size: 80336041 - config_name: hellaswag_Open_ended_start features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 31586178 num_examples: 39905 - name: validation num_bytes: 8175505 num_examples: 10042 - name: test num_bytes: 7918171 num_examples: 10003 download_size: 23750142 dataset_size: 47679854 - config_name: hellaswag_Predict_ending_with_hint features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 103772125 num_examples: 39905 - name: validation num_bytes: 26953584 num_examples: 10042 - name: test num_bytes: 26056289 num_examples: 10003 download_size: 79049479 dataset_size: 156781998 - config_name: hellaswag_Predict_ending_with_hint_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 327006481 num_examples: 159620 - name: validation num_bytes: 84933063 num_examples: 40168 - name: test num_bytes: 82304557 num_examples: 40012 download_size: 132747083 dataset_size: 494244101 - config_name: hellaswag_Randomized_prompts_template features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 101707929 num_examples: 39905 - name: validation num_bytes: 26424150 num_examples: 10042 - name: test num_bytes: 25517504 num_examples: 10003 download_size: 78615384 dataset_size: 153649583 - config_name: hellaswag_Randomized_prompts_template_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 318749697 num_examples: 159620 - name: validation num_bytes: 82815327 num_examples: 40168 - name: test num_bytes: 80149417 num_examples: 40012 download_size: 133148565 dataset_size: 481714441 - config_name: hellaswag_Reversed_appropriate_continuation_Yes_or_No features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 37685857 num_examples: 39905 - name: validation num_bytes: 9718940 num_examples: 10042 - name: test num_bytes: 9484298 num_examples: 10003 download_size: 23013938 dataset_size: 56889095 - config_name: hellaswag_Topic_of_the_context features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - 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name: test num_bytes: 73802494 num_examples: 40012 download_size: 94001678 dataset_size: 443504884 - config_name: imdb_Movie_Expressed_Sentiment features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 62032706 num_examples: 25000 - name: test num_bytes: 61156510 num_examples: 25000 - name: unsupervised num_bytes: 124406157 num_examples: 50000 download_size: 128577979 dataset_size: 247595373 - config_name: imdb_Movie_Expressed_Sentiment_2 features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 62632706 num_examples: 25000 - name: test num_bytes: 61756510 num_examples: 25000 - name: unsupervised num_bytes: 125606157 num_examples: 50000 download_size: 128508345 dataset_size: 249995373 - config_name: imdb_Negation_template_for_positive_and_negative features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 61932706 num_examples: 25000 - name: test num_bytes: 61056510 num_examples: 25000 - name: unsupervised num_bytes: 123606157 num_examples: 50000 download_size: 128322307 dataset_size: 246595373 - config_name: imdb_Reviewer_Enjoyment features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 63445206 num_examples: 25000 - name: test num_bytes: 62569010 num_examples: 25000 - name: unsupervised num_bytes: 126656157 num_examples: 50000 download_size: 128649514 dataset_size: 252670373 - config_name: imdb_Reviewer_Enjoyment_Yes_No features: - 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name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 62220206 num_examples: 25000 - name: test num_bytes: 61344010 num_examples: 25000 - name: unsupervised num_bytes: 124806157 num_examples: 50000 download_size: 128595877 dataset_size: 248370373 - config_name: imdb_Reviewer_Sentiment_Feeling features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 62257706 num_examples: 25000 - name: test num_bytes: 61381510 num_examples: 25000 - name: unsupervised num_bytes: 124856157 num_examples: 50000 download_size: 128516819 dataset_size: 248495373 - config_name: imdb_Sentiment_with_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 62082706 num_examples: 25000 - name: test num_bytes: 61206510 num_examples: 25000 - name: unsupervised num_bytes: 124506157 num_examples: 50000 download_size: 128468742 dataset_size: 247795373 - config_name: imdb_Text_Expressed_Sentiment features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 62357706 num_examples: 25000 - name: test num_bytes: 61481510 num_examples: 25000 - name: unsupervised num_bytes: 125056157 num_examples: 50000 download_size: 128646772 dataset_size: 248895373 - config_name: imdb_Writer_Expressed_Sentiment features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 62657706 num_examples: 25000 - name: test num_bytes: 61781510 num_examples: 25000 - name: unsupervised num_bytes: 125656157 num_examples: 50000 download_size: 128736120 dataset_size: 250095373 - config_name: kilt_tasks_hotpotqa_combining_facts features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 28006020 num_examples: 88869 - name: validation num_bytes: 1631261 num_examples: 5600 download_size: 16337892 dataset_size: 29637281 - config_name: kilt_tasks_hotpotqa_complex_question features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 38936907 num_examples: 88869 - name: validation num_bytes: 2320061 num_examples: 5600 download_size: 17061376 dataset_size: 41256968 - config_name: kilt_tasks_hotpotqa_final_exam features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 28094889 num_examples: 88869 - name: validation num_bytes: 1636861 num_examples: 5600 download_size: 16329789 dataset_size: 29731750 - config_name: kilt_tasks_hotpotqa_formulate features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 30938697 num_examples: 88869 - name: validation num_bytes: 1816061 num_examples: 5600 download_size: 16488556 dataset_size: 32754758 - config_name: kilt_tasks_hotpotqa_straighforward_qa features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 23118225 num_examples: 88869 - name: validation num_bytes: 1323261 num_examples: 5600 download_size: 15949825 dataset_size: 24441486 - config_name: multi_news_distill features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 526482331 num_examples: 44972 - name: validation num_bytes: 64826209 num_examples: 5622 - name: test num_bytes: 65237355 num_examples: 5622 download_size: 357690260 dataset_size: 656545895 - config_name: multi_news_expand_reverse_task_ features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 267362109 num_examples: 44972 - name: validation num_bytes: 33300262 num_examples: 5622 - name: test num_bytes: 33227745 num_examples: 5622 download_size: 189087861 dataset_size: 333890116 - config_name: multi_news_summarize features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 525663317 num_examples: 44972 - name: validation num_bytes: 64723513 num_examples: 5622 - name: test num_bytes: 65134796 num_examples: 5622 download_size: 357146250 dataset_size: 655521626 - config_name: multi_news_summary_scenario features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 527516687 num_examples: 44972 - name: validation num_bytes: 64955515 num_examples: 5622 - name: test num_bytes: 65366661 num_examples: 5622 download_size: 357925759 dataset_size: 657838863 - config_name: multi_news_synthesize features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 525154825 num_examples: 44972 - name: validation num_bytes: 64662427 num_examples: 5622 - name: test num_bytes: 65072614 num_examples: 5622 download_size: 357282630 dataset_size: 654889866 - config_name: multi_news_what_are_the_key_points features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 526122555 num_examples: 44972 - name: validation num_bytes: 64781233 num_examples: 5622 - name: test num_bytes: 65192379 num_examples: 5622 download_size: 357472016 dataset_size: 656096167 - config_name: openbookqa_main_choices features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2153221 num_examples: 4957 - name: validation num_bytes: 236646 num_examples: 500 - name: test num_bytes: 224988 num_examples: 500 download_size: 1525965 dataset_size: 2614855 - config_name: openbookqa_main_choose_an_answer_with_options features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2351501 num_examples: 4957 - name: validation num_bytes: 256646 num_examples: 500 - name: test num_bytes: 244988 num_examples: 500 download_size: 1540999 dataset_size: 2853135 - config_name: openbookqa_main_only_options features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2044167 num_examples: 4957 - name: validation num_bytes: 225646 num_examples: 500 - name: test num_bytes: 213988 num_examples: 500 download_size: 1510736 dataset_size: 2483801 - config_name: openbookqa_main_pick_answer_with_options features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2391157 num_examples: 4957 - name: validation num_bytes: 260646 num_examples: 500 - name: test num_bytes: 248988 num_examples: 500 download_size: 1543503 dataset_size: 2900791 - config_name: openbookqa_main_pick_using_id features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2231304 num_examples: 4957 - name: validation num_bytes: 235175 num_examples: 500 - name: test num_bytes: 228627 num_examples: 500 download_size: 1091533 dataset_size: 2695106 - config_name: openbookqa_main_which_correct features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2311845 num_examples: 4957 - name: validation num_bytes: 252646 num_examples: 500 - name: test num_bytes: 240988 num_examples: 500 download_size: 1539423 dataset_size: 2805479 - config_name: openbookqa_main_which_correct_inverse features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2311845 num_examples: 4957 - name: validation num_bytes: 252646 num_examples: 500 - name: test num_bytes: 240988 num_examples: 500 download_size: 1557407 dataset_size: 2805479 - config_name: paws_labeled_final_Concatenation features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 35504031 num_examples: 49401 - name: validation num_bytes: 5747157 num_examples: 8000 - name: test num_bytes: 5751626 num_examples: 8000 download_size: 16144636 dataset_size: 47002814 - config_name: paws_labeled_final_Concatenation_no_label features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 34170204 num_examples: 49401 - name: validation num_bytes: 5531157 num_examples: 8000 - name: test num_bytes: 5535626 num_examples: 8000 download_size: 16107402 dataset_size: 45236987 - config_name: paws_labeled_final_Meaning features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 36887259 num_examples: 49401 - name: validation num_bytes: 5971157 num_examples: 8000 - name: test num_bytes: 5975626 num_examples: 8000 download_size: 16398207 dataset_size: 48834042 - config_name: paws_labeled_final_Meaning_no_label features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 35553432 num_examples: 49401 - name: validation num_bytes: 5755157 num_examples: 8000 - name: test num_bytes: 5759626 num_examples: 8000 download_size: 16275164 dataset_size: 47068215 - config_name: paws_labeled_final_PAWS_ANLI_GPT3 features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 29160017 num_examples: 49401 - name: validation num_bytes: 4719767 num_examples: 8000 - name: test num_bytes: 4724266 num_examples: 8000 download_size: 15896734 dataset_size: 38604050 - config_name: paws_labeled_final_PAWS_ANLI_GPT3_no_label features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 28587891 num_examples: 49401 - name: validation num_bytes: 4627157 num_examples: 8000 - name: test num_bytes: 4631626 num_examples: 8000 download_size: 15859385 dataset_size: 37846674 - config_name: paws_labeled_final_Rewrite features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 36195645 num_examples: 49401 - name: validation num_bytes: 5859157 num_examples: 8000 - name: test num_bytes: 5863626 num_examples: 8000 download_size: 16218433 dataset_size: 47918428 - config_name: paws_labeled_final_Rewrite_no_label features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - 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name: test num_bytes: 4983626 num_examples: 8000 download_size: 15864193 dataset_size: 40724242 - config_name: paws_labeled_final_paraphrase_task features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 11968844 num_examples: 21829 - name: validation num_bytes: 1934151 num_examples: 3539 - name: test num_bytes: 1926799 num_examples: 3536 download_size: 9170780 dataset_size: 15829794 - config_name: paws_labeled_final_task_description_no_label features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 34417209 num_examples: 49401 - name: validation num_bytes: 5571157 num_examples: 8000 - name: test num_bytes: 5575626 num_examples: 8000 download_size: 16154086 dataset_size: 45563992 - config_name: piqa_Correct_the_solution features: - 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name: test num_bytes: 1117926 num_examples: 3084 download_size: 3509157 dataset_size: 7761570 - config_name: piqa_choose_the_most_appropriate_solution features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 13494825 num_examples: 16113 - name: validation num_bytes: 1532355 num_examples: 1838 - name: test num_bytes: 2536713 num_examples: 3084 download_size: 5413070 dataset_size: 17563893 - config_name: piqa_finish_sentence_with_correct_choice features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 16905704 num_examples: 16113 - name: validation num_bytes: 1912341 num_examples: 1838 - name: test num_bytes: 3140101 num_examples: 3084 download_size: 9742835 dataset_size: 21958146 - config_name: piqa_no_prompt_needed features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 4712823 num_examples: 16113 - name: validation num_bytes: 534576 num_examples: 1838 - name: test num_bytes: 876526 num_examples: 3084 download_size: 3629823 dataset_size: 6123925 - config_name: piqa_pick_correct_choice_index features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 11722395 num_examples: 16113 - name: validation num_bytes: 1330175 num_examples: 1838 - name: test num_bytes: 2197473 num_examples: 3084 download_size: 5342526 dataset_size: 15250043 - config_name: piqa_pick_correct_choice_with_choice_given_before_goal features: - name: answer_choices sequence: string - name: inputs sequence: int32 - 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name: test num_bytes: 382021 num_examples: 552 download_size: 762421 dataset_size: 1905984 - config_name: quarel_heres_a_story features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1308176 num_examples: 1941 - name: validation num_bytes: 189143 num_examples: 278 - name: test num_bytes: 375385 num_examples: 552 download_size: 755827 dataset_size: 1872704 - config_name: quarel_logic_test features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1226662 num_examples: 1941 - name: validation num_bytes: 177475 num_examples: 278 - name: test num_bytes: 352213 num_examples: 552 download_size: 750383 dataset_size: 1756350 - config_name: quarel_testing_students features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1380001 num_examples: 1941 - name: validation num_bytes: 199429 num_examples: 278 - name: test num_bytes: 395809 num_examples: 552 download_size: 764977 dataset_size: 1975239 - config_name: quartz_answer_question_based_on features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1684739 num_examples: 2696 - name: validation num_bytes: 247716 num_examples: 384 - name: test num_bytes: 493561 num_examples: 784 download_size: 831927 dataset_size: 2426016 - config_name: quartz_answer_question_below features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1576899 num_examples: 2696 - name: validation num_bytes: 232356 num_examples: 384 - name: test num_bytes: 462201 num_examples: 784 download_size: 816299 dataset_size: 2271456 - config_name: quartz_given_the_fact_answer_the_q features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1568811 num_examples: 2696 - name: validation num_bytes: 231204 num_examples: 384 - name: test num_bytes: 459849 num_examples: 784 download_size: 820060 dataset_size: 2259864 - config_name: quartz_having_read_above_passage features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1971956 num_examples: 2696 - name: validation num_bytes: 289568 num_examples: 384 - name: test num_bytes: 576980 num_examples: 784 download_size: 899987 dataset_size: 2838504 - config_name: quartz_paragraph_question_plain_concat features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1350435 num_examples: 2696 - name: validation num_bytes: 200100 num_examples: 384 - name: test num_bytes: 396345 num_examples: 784 download_size: 819662 dataset_size: 1946880 - config_name: quartz_read_passage_below_choose features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1939604 num_examples: 2696 - name: validation num_bytes: 284960 num_examples: 384 - name: test num_bytes: 567572 num_examples: 784 download_size: 900803 dataset_size: 2792136 - config_name: quartz_use_info_from_paragraph_question features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1752139 num_examples: 2696 - name: validation num_bytes: 257316 num_examples: 384 - name: test num_bytes: 513161 num_examples: 784 download_size: 848383 dataset_size: 2522616 - config_name: quartz_use_info_from_question_paragraph features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1752139 num_examples: 2696 - name: validation num_bytes: 257316 num_examples: 384 - name: test num_bytes: 513161 num_examples: 784 download_size: 839102 dataset_size: 2522616 - config_name: quoref_Answer_Friend_Question features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 77399413 num_examples: 19399 - name: validation num_bytes: 9525595 num_examples: 2418 download_size: 21172797 dataset_size: 86925008 - config_name: quoref_Answer_Question_Given_Context features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 75906482 num_examples: 19399 - name: validation num_bytes: 9339515 num_examples: 2418 download_size: 21085034 dataset_size: 85245997 - config_name: quoref_Answer_Test features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 77478073 num_examples: 19399 - name: validation num_bytes: 9535373 num_examples: 2418 download_size: 20833370 dataset_size: 87013446 - config_name: quoref_Context_Contains_Answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 76410209 num_examples: 19399 - name: validation num_bytes: 9402213 num_examples: 2418 download_size: 20984076 dataset_size: 85812422 - config_name: quoref_Find_Answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 76972842 num_examples: 19399 - name: validation num_bytes: 9472336 num_examples: 2418 download_size: 21102482 dataset_size: 86445178 - config_name: quoref_Found_Context_Online features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 76216636 num_examples: 19399 - name: validation num_bytes: 9378034 num_examples: 2418 download_size: 21073714 dataset_size: 85594670 - config_name: quoref_Given_Context_Answer_Question features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 75847706 num_examples: 19399 - name: validation num_bytes: 9331924 num_examples: 2418 download_size: 20955369 dataset_size: 85179630 - config_name: quoref_Guess_Answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 76701159 num_examples: 19399 - name: validation num_bytes: 9438300 num_examples: 2418 download_size: 20961433 dataset_size: 86139459 - config_name: quoref_Guess_Title_For_Context features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 73151029 num_examples: 19399 - name: validation num_bytes: 9007516 num_examples: 2418 download_size: 15926200 dataset_size: 82158545 - config_name: quoref_Read_And_Extract_ features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 76216632 num_examples: 19399 - name: validation num_bytes: 9378203 num_examples: 2418 download_size: 21186451 dataset_size: 85594835 - config_name: quoref_What_Is_The_Answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 76274484 num_examples: 19399 - name: validation num_bytes: 9385073 num_examples: 2418 download_size: 20988976 dataset_size: 85659557 - config_name: race_high_Is_this_the_right_answer features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 224067250 num_examples: 62445 - name: validation num_bytes: 12288423 num_examples: 3451 - name: test num_bytes: 12402597 num_examples: 3498 download_size: 80907333 dataset_size: 248758270 - config_name: race_high_Read_the_article_and_answer_the_question_no_option_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 234697713 num_examples: 62445 - name: validation num_bytes: 12871866 num_examples: 3451 - name: test num_bytes: 13001506 num_examples: 3498 download_size: 88903583 dataset_size: 260571085 - config_name: race_high_Select_the_best_answer features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 241414491 num_examples: 62445 - name: validation num_bytes: 13240279 num_examples: 3451 - name: test num_bytes: 13378074 num_examples: 3498 download_size: 88927188 dataset_size: 268032844 - config_name: race_high_Select_the_best_answer_generate_span_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 253585983 num_examples: 62445 - name: validation num_bytes: 13907799 num_examples: 3451 - name: test num_bytes: 14065912 num_examples: 3498 download_size: 98442058 dataset_size: 281559694 - config_name: race_high_Select_the_best_answer_no_instructions_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 233109306 num_examples: 62445 - name: validation num_bytes: 12781296 num_examples: 3451 - name: test num_bytes: 12912840 num_examples: 3498 download_size: 88914316 dataset_size: 258803442 - config_name: race_high_Taking_a_test features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 247096986 num_examples: 62445 - name: validation num_bytes: 13554320 num_examples: 3451 - name: test num_bytes: 13696392 num_examples: 3498 download_size: 88119386 dataset_size: 274347698 - config_name: race_high_Write_a_multi_choice_question_for_the_following_article features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 241476936 num_examples: 62445 - name: validation num_bytes: 13243730 num_examples: 3451 - name: test num_bytes: 13381572 num_examples: 3498 download_size: 82830693 dataset_size: 268102238 - config_name: race_high_Write_a_multi_choice_question_options_given_ features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 249780949 num_examples: 62445 - name: validation num_bytes: 13701386 num_examples: 3451 - name: test num_bytes: 13849582 num_examples: 3498 download_size: 90227530 dataset_size: 277331917 - config_name: race_middle_Is_this_the_right_answer features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 59522502 num_examples: 25421 - name: validation num_bytes: 3374951 num_examples: 1436 - name: test num_bytes: 3426265 num_examples: 1436 download_size: 20970954 dataset_size: 66323718 - config_name: race_middle_Read_the_article_and_answer_the_question_no_option_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 62603262 num_examples: 25421 - name: validation num_bytes: 3549837 num_examples: 1436 - name: test num_bytes: 3602906 num_examples: 1436 download_size: 23083878 dataset_size: 69756005 - config_name: race_middle_Select_the_best_answer features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 64964719 num_examples: 25421 - name: validation num_bytes: 3683945 num_examples: 1436 - name: test num_bytes: 3736474 num_examples: 1436 download_size: 23238714 dataset_size: 72385138 - config_name: race_middle_Select_the_best_answer_generate_span_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - 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name: targets_pretokenized dtype: string splits: - name: train num_bytes: 67278030 num_examples: 25421 - name: validation num_bytes: 3814621 num_examples: 1436 - name: test num_bytes: 3867150 num_examples: 1436 download_size: 23415950 dataset_size: 74959801 - config_name: race_middle_Write_a_multi_choice_question_for_the_following_article features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 64990140 num_examples: 25421 - name: validation num_bytes: 3685381 num_examples: 1436 - name: test num_bytes: 3737910 num_examples: 1436 download_size: 21692641 dataset_size: 72413431 - config_name: race_middle_Write_a_multi_choice_question_options_given_ features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 67842630 num_examples: 25421 - name: validation num_bytes: 3847385 num_examples: 1436 - name: test num_bytes: 3900558 num_examples: 1436 download_size: 24079756 dataset_size: 75590573 - config_name: ropes_background_new_situation_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 24148867 num_examples: 10924 - name: validation num_bytes: 3456292 num_examples: 1688 download_size: 3693602 dataset_size: 27605159 - config_name: ropes_background_situation_middle features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 24028703 num_examples: 10924 - name: validation num_bytes: 3437724 num_examples: 1688 download_size: 3632205 dataset_size: 27466427 - config_name: ropes_given_background_situation features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 23700983 num_examples: 10924 - name: validation num_bytes: 3387084 num_examples: 1688 download_size: 3700990 dataset_size: 27088067 - config_name: ropes_new_situation_background_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 24312727 num_examples: 10924 - name: validation num_bytes: 3481612 num_examples: 1688 download_size: 3650421 dataset_size: 27794339 - config_name: ropes_plain_background_situation features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 22357331 num_examples: 10924 - name: validation num_bytes: 3179460 num_examples: 1688 download_size: 3644216 dataset_size: 25536791 - config_name: ropes_plain_bottom_hint features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 22553963 num_examples: 10924 - name: validation num_bytes: 3209844 num_examples: 1688 download_size: 3577320 dataset_size: 25763807 - config_name: ropes_plain_no_background features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 7337231 num_examples: 10924 - name: validation num_bytes: 1455200 num_examples: 1688 download_size: 1685636 dataset_size: 8792431 - config_name: ropes_prompt_beginning features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 23963159 num_examples: 10924 - name: validation num_bytes: 3427596 num_examples: 1688 download_size: 3664414 dataset_size: 27390755 - config_name: ropes_prompt_bottom_hint_beginning features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 24170715 num_examples: 10924 - name: validation num_bytes: 3459668 num_examples: 1688 download_size: 3722200 dataset_size: 27630383 - config_name: ropes_prompt_bottom_no_hint features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 8691807 num_examples: 10924 - name: validation num_bytes: 1664512 num_examples: 1688 download_size: 1734881 dataset_size: 10356319 - config_name: ropes_prompt_mix features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 23919463 num_examples: 10924 - name: validation num_bytes: 3420844 num_examples: 1688 download_size: 3642481 dataset_size: 27340307 - config_name: ropes_read_background_situation features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 26606767 num_examples: 10924 - name: validation num_bytes: 3836092 num_examples: 1688 download_size: 3774488 dataset_size: 30442859 - config_name: rotten_tomatoes_Movie_Expressed_Sentiment features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3167752 num_examples: 8530 - name: validation num_bytes: 396113 num_examples: 1066 - name: test num_bytes: 398890 num_examples: 1066 download_size: 1715193 dataset_size: 3962755 - config_name: rotten_tomatoes_Movie_Expressed_Sentiment_2 features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3372472 num_examples: 8530 - name: validation num_bytes: 421697 num_examples: 1066 - name: test num_bytes: 424474 num_examples: 1066 download_size: 1718990 dataset_size: 4218643 - config_name: rotten_tomatoes_Reviewer_Enjoyment features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3619842 num_examples: 8530 - name: validation num_bytes: 452611 num_examples: 1066 - name: test num_bytes: 455388 num_examples: 1066 download_size: 1724405 dataset_size: 4527841 - config_name: rotten_tomatoes_Reviewer_Enjoyment_Yes_No features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3001417 num_examples: 8530 - name: validation num_bytes: 375326 num_examples: 1066 - name: test num_bytes: 378103 num_examples: 1066 download_size: 1712605 dataset_size: 3754846 - config_name: rotten_tomatoes_Reviewer_Expressed_Sentiment features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3560132 num_examples: 8530 - name: validation num_bytes: 445149 num_examples: 1066 - name: test num_bytes: 447926 num_examples: 1066 download_size: 1752369 dataset_size: 4453207 - config_name: rotten_tomatoes_Reviewer_Opinion_bad_good_choices features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3231727 num_examples: 8530 - name: validation num_bytes: 404108 num_examples: 1066 - name: test num_bytes: 406885 num_examples: 1066 download_size: 1722171 dataset_size: 4042720 - config_name: rotten_tomatoes_Reviewer_Sentiment_Feeling features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3244522 num_examples: 8530 - name: validation num_bytes: 405707 num_examples: 1066 - name: test num_bytes: 408484 num_examples: 1066 download_size: 1719424 dataset_size: 4058713 - config_name: rotten_tomatoes_Sentiment_with_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3184812 num_examples: 8530 - name: validation num_bytes: 398245 num_examples: 1066 - name: test num_bytes: 401022 num_examples: 1066 download_size: 1716500 dataset_size: 3984079 - config_name: rotten_tomatoes_Text_Expressed_Sentiment features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3278642 num_examples: 8530 - name: validation num_bytes: 409971 num_examples: 1066 - name: test num_bytes: 412748 num_examples: 1066 download_size: 1721990 dataset_size: 4101361 - config_name: rotten_tomatoes_Writer_Expressed_Sentiment features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3381002 num_examples: 8530 - name: validation num_bytes: 422763 num_examples: 1066 - name: test num_bytes: 425540 num_examples: 1066 download_size: 1726264 dataset_size: 4229305 - config_name: samsum_Generate_a_summary_for_this_dialogue features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 20847939 num_examples: 14732 - name: validation num_bytes: 1132408 num_examples: 818 - name: test num_bytes: 1178375 num_examples: 819 download_size: 12231176 dataset_size: 23158722 - config_name: samsum_Given_the_above_dialogue_write_a_summary features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 20995259 num_examples: 14732 - name: validation num_bytes: 1140588 num_examples: 818 - name: test num_bytes: 1186565 num_examples: 819 download_size: 12287796 dataset_size: 23322412 - config_name: samsum_Sum_up_the_following_dialogue features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 20582763 num_examples: 14732 - name: validation num_bytes: 1117684 num_examples: 818 - name: test num_bytes: 1163633 num_examples: 819 download_size: 12224086 dataset_size: 22864080 - config_name: samsum_Summarize_ features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 20155535 num_examples: 14732 - name: validation num_bytes: 1093962 num_examples: 818 - name: test num_bytes: 1139882 num_examples: 819 download_size: 12178625 dataset_size: 22389379 - config_name: samsum_Summarize_this_dialogue_ features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 20494371 num_examples: 14732 - name: validation num_bytes: 1112776 num_examples: 818 - name: test num_bytes: 1158719 num_examples: 819 download_size: 12217491 dataset_size: 22765866 - config_name: samsum_To_sum_up_this_dialog features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 20450175 num_examples: 14732 - name: validation num_bytes: 1110322 num_examples: 818 - name: test num_bytes: 1156262 num_examples: 819 download_size: 12250518 dataset_size: 22716759 - config_name: samsum_Write_a_dialogue_that_match_this_summary features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 20951063 num_examples: 14732 - name: validation num_bytes: 1138134 num_examples: 818 - name: test num_bytes: 1184108 num_examples: 819 download_size: 12142707 dataset_size: 23273305 - config_name: sciq_Direct_Question features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 13620270 num_examples: 11679 - name: validation num_bytes: 1155436 num_examples: 1000 - name: test num_bytes: 1179499 num_examples: 1000 download_size: 7728424 dataset_size: 15955205 - config_name: sciq_Direct_Question_Closed_Book_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3203761 num_examples: 11679 - name: validation num_bytes: 278888 num_examples: 1000 - name: test num_bytes: 272132 num_examples: 1000 download_size: 2012231 dataset_size: 3754781 - config_name: sciq_Multiple_Choice features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 15429508 num_examples: 11679 - name: validation num_bytes: 1311751 num_examples: 1000 - name: test num_bytes: 1331575 num_examples: 1000 download_size: 8635433 dataset_size: 18072834 - config_name: sciq_Multiple_Choice_Closed_Book_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 5012999 num_examples: 11679 - name: validation num_bytes: 435203 num_examples: 1000 - name: test num_bytes: 424208 num_examples: 1000 download_size: 2927347 dataset_size: 5872410 - config_name: sciq_Multiple_Choice_Question_First features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 15943384 num_examples: 11679 - name: validation num_bytes: 1355751 num_examples: 1000 - name: test num_bytes: 1375575 num_examples: 1000 download_size: 8754807 dataset_size: 18674710 - config_name: social_i_qa_Check_if_a_random_answer_is_valid_or_not features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 13459148 num_examples: 33410 - name: validation num_bytes: 789738 num_examples: 1954 download_size: 4919461 dataset_size: 14248886 - config_name: social_i_qa_Generate_answer features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 12738672 num_examples: 33410 - name: validation num_bytes: 748953 num_examples: 1954 download_size: 6421176 dataset_size: 13487625 - config_name: social_i_qa_Generate_the_question_from_the_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 13496939 num_examples: 33410 - name: validation num_bytes: 790867 num_examples: 1954 download_size: 4698667 dataset_size: 14287806 - config_name: social_i_qa_I_was_wondering features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 13607332 num_examples: 33410 - name: validation num_bytes: 799757 num_examples: 1954 download_size: 6486811 dataset_size: 14407089 - config_name: social_i_qa_Show_choices_and_generate_answer features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 17810931 num_examples: 33410 - name: validation num_bytes: 1050997 num_examples: 1954 download_size: 8848333 dataset_size: 18861928 - config_name: social_i_qa_Show_choices_and_generate_index features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 19481067 num_examples: 33410 - name: validation num_bytes: 1144381 num_examples: 1954 download_size: 6800886 dataset_size: 20625448 - config_name: squad_v2_Jeopardy_with_Context features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 162658727 num_examples: 86821 - name: validation num_bytes: 11632760 num_examples: 5928 download_size: 47938364 dataset_size: 174291487 - config_name: squad_v2_Jeopardy_without_Context features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 27943826 num_examples: 86821 - name: validation num_bytes: 1932710 num_examples: 5928 download_size: 10250181 dataset_size: 29876536 - config_name: squad_v2_Questions_with_Context features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 228499124 num_examples: 130319 - name: validation num_bytes: 21788313 num_examples: 11873 download_size: 59960262 dataset_size: 250287437 - config_name: squad_v2_Questions_with_Context_Without_Prompt_Keywords features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 215624139 num_examples: 130319 - name: validation num_bytes: 20614543 num_examples: 11873 download_size: 60874266 dataset_size: 236238682 - config_name: squad_v2_Questions_with_Context_Without_Prompt_Keywords_unanswerable features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 231512168 num_examples: 130319 - name: validation num_bytes: 22043171 num_examples: 11873 download_size: 60038597 dataset_size: 253555339 - config_name: squad_v2_Questions_with_Context_unanswerable features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 244112278 num_examples: 130319 - name: validation num_bytes: 23192958 num_examples: 11873 download_size: 60081358 dataset_size: 267305236 - config_name: squad_v2_Topic_Prediction_Context features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 204107251 num_examples: 130319 - name: validation num_bytes: 19537183 num_examples: 11873 download_size: 36038550 dataset_size: 223644434 - config_name: squad_v2_Topic_Prediction_Context_with_randomized_prompt_options features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 202172444 num_examples: 130319 - name: validation num_bytes: 19361062 num_examples: 11873 download_size: 43519623 dataset_size: 221533506 - config_name: squad_v2_Topic_Prediction_Context_with_randomized_prompt_options_placed_in_the_end features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 201426597 num_examples: 130319 - name: validation num_bytes: 19292369 num_examples: 11873 download_size: 44546673 dataset_size: 220718966 - config_name: squad_v2_Topic_Prediction_Question_and_Answer_Pair features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 29250830 num_examples: 86821 - name: validation num_bytes: 2015099 num_examples: 5928 download_size: 9794616 dataset_size: 31265929 - config_name: squad_v2_Trivia features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 15357357 num_examples: 86821 - name: validation num_bytes: 1073346 num_examples: 5928 download_size: 9336599 dataset_size: 16430703 - config_name: squad_v2_Unanwerable_question features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 223883460 num_examples: 130319 - name: validation num_bytes: 21366141 num_examples: 11873 download_size: 55657772 dataset_size: 245249601 - config_name: super_glue_boolq_GPT_3_Style features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 12429618 num_examples: 9427 - name: validation num_bytes: 4259837 num_examples: 3270 - name: test num_bytes: 4346276 num_examples: 3245 download_size: 11729367 dataset_size: 21035731 - config_name: super_glue_boolq_I_wonder_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 12684151 num_examples: 9427 - name: validation num_bytes: 4348127 num_examples: 3270 - name: test num_bytes: 4433891 num_examples: 3245 download_size: 11746846 dataset_size: 21466169 - config_name: super_glue_boolq_after_reading features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - 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config_name: super_glue_cb_does_it_follow_that features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 208475 num_examples: 250 - name: validation num_bytes: 51565 num_examples: 56 - name: test num_bytes: 228825 num_examples: 250 download_size: 233857 dataset_size: 488865 - config_name: super_glue_cb_does_it_follow_that_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 618530 num_examples: 750 - name: validation num_bytes: 153146 num_examples: 168 - name: test num_bytes: 656069 num_examples: 750 download_size: 293804 dataset_size: 1427745 - config_name: super_glue_cb_does_this_imply features: - 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config_name: super_glue_copa_exercise features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 179021 num_examples: 400 - name: validation num_bytes: 45427 num_examples: 100 - name: test num_bytes: 211083 num_examples: 500 download_size: 200024 dataset_size: 435531 - config_name: super_glue_copa_exercise_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 317459 num_examples: 800 - name: validation num_bytes: 80417 num_examples: 200 - name: test num_bytes: 389994 num_examples: 1000 download_size: 253031 dataset_size: 787870 - config_name: super_glue_copa_i_am_hesitating features: - 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name: targets_pretokenized dtype: string splits: - name: train num_bytes: 87327367 num_examples: 27243 - name: validation num_bytes: 15270172 num_examples: 4848 - name: test num_bytes: 29317947 num_examples: 9693 download_size: 10202981 dataset_size: 131915486 - config_name: super_glue_multirc_Would_it_be_good_to_answer_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 86590210 num_examples: 27243 - name: validation num_bytes: 15138916 num_examples: 4848 - name: test num_bytes: 29055844 num_examples: 9693 download_size: 10145179 dataset_size: 130784970 - config_name: super_glue_multirc_confirm features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 88851379 num_examples: 27243 - name: validation num_bytes: 15541300 num_examples: 4848 - name: test num_bytes: 29860363 num_examples: 9693 download_size: 10343037 dataset_size: 134253042 - config_name: super_glue_multirc_correct features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 89540386 num_examples: 27243 - name: validation num_bytes: 15663439 num_examples: 4848 - name: test num_bytes: 30104448 num_examples: 9693 download_size: 10428485 dataset_size: 135308273 - config_name: super_glue_multirc_decide_valid features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 89151052 num_examples: 27243 - name: validation num_bytes: 15594628 num_examples: 4848 - name: test num_bytes: 29966986 num_examples: 9693 download_size: 10388384 dataset_size: 134712666 - config_name: super_glue_multirc_found_this_answer features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 88308115 num_examples: 27243 - name: validation num_bytes: 15444700 num_examples: 4848 - name: test num_bytes: 29666895 num_examples: 9693 download_size: 10310634 dataset_size: 133419710 - config_name: super_glue_multirc_grading features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 88933108 num_examples: 27243 - name: validation num_bytes: 15555844 num_examples: 4848 - name: test num_bytes: 29889442 num_examples: 9693 download_size: 10380847 dataset_size: 134378394 - config_name: super_glue_multirc_is_a_correct_answer_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 87897874 num_examples: 27243 - name: validation num_bytes: 15371620 num_examples: 4848 - name: test num_bytes: 29521108 num_examples: 9693 download_size: 10277901 dataset_size: 132790602 - config_name: super_glue_multirc_is_the_correct_answer_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 86487255 num_examples: 27243 - name: validation num_bytes: 15121640 num_examples: 4848 - name: test num_bytes: 29019715 num_examples: 9693 download_size: 10063584 dataset_size: 130628610 - config_name: super_glue_multirc_paragraph_question_is_it_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 85833423 num_examples: 27243 - name: validation num_bytes: 15005288 num_examples: 4848 - name: test num_bytes: 28787083 num_examples: 9693 download_size: 10024769 dataset_size: 129625794 - config_name: super_glue_record_Add_sentence_after_after_continuation_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 405851847 num_examples: 100730 - name: validation num_bytes: 40002369 num_examples: 10000 - name: test num_bytes: 37604835 num_examples: 10000 download_size: 161336040 dataset_size: 483459051 - config_name: super_glue_record_Add_sentence_after_continuation_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 397869219 num_examples: 100730 - name: validation num_bytes: 39209961 num_examples: 10000 - name: test num_bytes: 36813541 num_examples: 10000 download_size: 160939894 dataset_size: 473892721 - config_name: super_glue_record_Can_you_figure_out_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 265384317 num_examples: 100730 - name: validation num_bytes: 25888812 num_examples: 10000 - name: test num_bytes: 26013119 num_examples: 10000 download_size: 137075723 dataset_size: 317286248 - config_name: super_glue_record_GPT_3_style_continuation_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 389547353 num_examples: 100730 - name: validation num_bytes: 38377029 num_examples: 10000 - name: test num_bytes: 35877641 num_examples: 10000 download_size: 161606657 dataset_size: 463802023 - config_name: super_glue_record_GPT_3_style_summary_only_continuation_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 391488841 num_examples: 100730 - name: validation num_bytes: 38568843 num_examples: 10000 - name: test num_bytes: 36068935 num_examples: 10000 download_size: 161430527 dataset_size: 466126619 - config_name: super_glue_record_GPT_3_style_with_labels_continuation_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 394006123 num_examples: 100730 - name: validation num_bytes: 38818755 num_examples: 10000 - name: test num_bytes: 36318935 num_examples: 10000 download_size: 161657804 dataset_size: 469143813 - config_name: super_glue_record_GPT_3_style_with_labels_without_hyphens_continuation_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 386704249 num_examples: 100730 - name: validation num_bytes: 38142115 num_examples: 10000 - name: test num_bytes: 35743760 num_examples: 10000 download_size: 161860960 dataset_size: 460590124 - config_name: super_glue_record_GPT_3_style_without_hyphens_continuation_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 382247592 num_examples: 100730 - name: validation num_bytes: 37700089 num_examples: 10000 - name: test num_bytes: 35302531 num_examples: 10000 download_size: 161214381 dataset_size: 455250212 - config_name: super_glue_record_In_the_question_above_the_placeholder_stands_for features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 263170377 num_examples: 100730 - name: validation num_bytes: 25668732 num_examples: 10000 - name: test num_bytes: 25793119 num_examples: 10000 download_size: 136915415 dataset_size: 314632228 - config_name: super_glue_record_New_highlight_continuation_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 398639353 num_examples: 100730 - name: validation num_bytes: 39278843 num_examples: 10000 - name: test num_bytes: 36778935 num_examples: 10000 download_size: 161410433 dataset_size: 474697131 - config_name: super_glue_record_News_article_continuation_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 400384809 num_examples: 100730 - name: validation num_bytes: 39459961 num_examples: 10000 - name: test num_bytes: 37063541 num_examples: 10000 download_size: 161149940 dataset_size: 476908311 - config_name: super_glue_record_Summary_first_continuation_choices_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 389936507 num_examples: 100730 - name: validation num_bytes: 38422422 num_examples: 10000 - name: test num_bytes: 36024835 num_examples: 10000 download_size: 161510844 dataset_size: 464383764 - config_name: super_glue_record_What_could_the_placeholder_be_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 291017905 num_examples: 100730 - name: validation num_bytes: 28253736 num_examples: 10000 - name: test num_bytes: 28355871 num_examples: 10000 download_size: 149257838 dataset_size: 347627512 - config_name: super_glue_record_Which_one_is_the_placeholder_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 290920684 num_examples: 100730 - name: validation num_bytes: 28243964 num_examples: 10000 - name: test num_bytes: 28345871 num_examples: 10000 download_size: 149149764 dataset_size: 347510519 - config_name: super_glue_record_choose_between features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 303576388 num_examples: 100730 - name: validation num_bytes: 29481844 num_examples: 10000 - name: test num_bytes: 29577381 num_examples: 10000 download_size: 150960677 dataset_size: 362635613 - config_name: super_glue_record_corrupted features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 272131126 num_examples: 100730 - name: validation num_bytes: 26559245 num_examples: 10000 - name: test num_bytes: 26683119 num_examples: 10000 download_size: 137380371 dataset_size: 325373490 - config_name: super_glue_record_exercise features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 269411416 num_examples: 100730 - name: validation num_bytes: 26288732 num_examples: 10000 - name: test num_bytes: 26413119 num_examples: 10000 download_size: 137400236 dataset_size: 322113267 - config_name: super_glue_record_pick_one_option features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 298946149 num_examples: 100730 - name: validation num_bytes: 29021173 num_examples: 10000 - name: test num_bytes: 29117381 num_examples: 10000 download_size: 149959507 dataset_size: 357084703 - config_name: super_glue_record_the_placeholder_refers_to_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 258633939 num_examples: 100730 - name: validation num_bytes: 25218812 num_examples: 10000 - name: test num_bytes: 25343119 num_examples: 10000 download_size: 137051827 dataset_size: 309195870 - config_name: super_glue_record_trying_to_decide features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 309721314 num_examples: 100730 - name: validation num_bytes: 30091894 num_examples: 10000 - name: test num_bytes: 30187381 num_examples: 10000 download_size: 151048548 dataset_size: 370000589 - config_name: super_glue_rte_GPT_3_style features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1822276 num_examples: 2490 - name: validation num_bytes: 196922 num_examples: 277 - name: test num_bytes: 2177860 num_examples: 3000 download_size: 2192949 dataset_size: 4197058 - config_name: super_glue_rte_GPT_3_style_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 3620347 num_examples: 4980 - name: validation num_bytes: 391279 num_examples: 554 - name: test num_bytes: 4173470 num_examples: 6000 download_size: 2981743 dataset_size: 8185096 - config_name: super_glue_rte_MNLI_crowdsource features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 2152454 num_examples: 2490 - name: validation num_bytes: 233726 num_examples: 277 - name: test num_bytes: 2592972 num_examples: 3000 download_size: 2264401 dataset_size: 4979152 - config_name: super_glue_rte_MNLI_crowdsource_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 4300543 num_examples: 4980 - name: validation num_bytes: 466953 num_examples: 554 - name: test num_bytes: 4991694 num_examples: 6000 download_size: 3056693 dataset_size: 9759190 - config_name: super_glue_rte_based_on_the_previous_passage features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1975664 num_examples: 2490 - name: validation num_bytes: 214059 num_examples: 277 - name: test num_bytes: 2379972 num_examples: 3000 download_size: 2228456 dataset_size: 4569695 - config_name: super_glue_rte_based_on_the_previous_passage_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 3946963 num_examples: 4980 - name: validation num_bytes: 427619 num_examples: 554 - name: test num_bytes: 4565694 num_examples: 6000 download_size: 2997816 dataset_size: 8940276 - config_name: super_glue_rte_can_we_infer features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1893494 num_examples: 2490 - name: validation num_bytes: 204918 num_examples: 277 - name: test num_bytes: 2280972 num_examples: 3000 download_size: 2218834 dataset_size: 4379384 - config_name: super_glue_rte_can_we_infer_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 3782623 num_examples: 4980 - name: validation num_bytes: 409337 num_examples: 554 - name: test num_bytes: 4367694 num_examples: 6000 download_size: 3017504 dataset_size: 8559654 - config_name: super_glue_rte_does_it_follow_that features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1859666 num_examples: 2490 - name: validation num_bytes: 201152 num_examples: 277 - name: test num_bytes: 2240860 num_examples: 3000 download_size: 2207694 dataset_size: 4301678 - config_name: super_glue_rte_does_it_follow_that_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 3714967 num_examples: 4980 - name: validation num_bytes: 401805 num_examples: 554 - name: test num_bytes: 4287470 num_examples: 6000 download_size: 2971692 dataset_size: 8404242 - config_name: super_glue_rte_does_this_imply features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1910924 num_examples: 2490 - name: validation num_bytes: 206857 num_examples: 277 - name: test num_bytes: 2301972 num_examples: 3000 download_size: 2226281 dataset_size: 4419753 - config_name: super_glue_rte_does_this_imply_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 3817483 num_examples: 4980 - name: validation num_bytes: 413215 num_examples: 554 - name: test num_bytes: 4409694 num_examples: 6000 download_size: 3002523 dataset_size: 8640392 - config_name: super_glue_rte_guaranteed_true features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1910924 num_examples: 2490 - name: validation num_bytes: 206857 num_examples: 277 - name: test num_bytes: 2301972 num_examples: 3000 download_size: 2225019 dataset_size: 4419753 - config_name: super_glue_rte_guaranteed_true_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 3817483 num_examples: 4980 - name: validation num_bytes: 413215 num_examples: 554 - name: test num_bytes: 4409694 num_examples: 6000 download_size: 3007337 dataset_size: 8640392 - config_name: super_glue_rte_justified_in_saying features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1898474 num_examples: 2490 - name: validation num_bytes: 205472 num_examples: 277 - name: test num_bytes: 2286972 num_examples: 3000 download_size: 2216017 dataset_size: 4390918 - config_name: super_glue_rte_justified_in_saying_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 3792583 num_examples: 4980 - name: validation num_bytes: 410445 num_examples: 554 - name: test num_bytes: 4379694 num_examples: 6000 download_size: 2990847 dataset_size: 8582722 - config_name: super_glue_rte_must_be_true features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1955744 num_examples: 2490 - name: validation num_bytes: 211843 num_examples: 277 - name: test num_bytes: 2355972 num_examples: 3000 download_size: 2242926 dataset_size: 4523559 - config_name: super_glue_rte_must_be_true_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - 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config_name: trec_fine_grained_HUM features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 405413 num_examples: 1223 - name: test num_bytes: 19663 num_examples: 65 download_size: 120132 dataset_size: 425076 - config_name: trec_fine_grained_HUM_context_first features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 405413 num_examples: 1223 - name: test num_bytes: 19663 num_examples: 65 download_size: 120510 dataset_size: 425076 - config_name: trec_fine_grained_LOC features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - 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config_name: wiki_hop_original_choose_best_object_interrogative_1 features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 658557989 num_examples: 43738 - name: validation num_bytes: 82503339 num_examples: 5129 download_size: 384888543 dataset_size: 741061328 - config_name: wiki_hop_original_choose_best_object_interrogative_2 features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 658601727 num_examples: 43738 - name: validation num_bytes: 82508468 num_examples: 5129 download_size: 385067937 dataset_size: 741110195 - config_name: wiki_hop_original_explain_relation features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - 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config_name: wiki_hop_original_generate_subject_and_object features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 624675259 num_examples: 43738 - name: validation num_bytes: 78374281 num_examples: 5129 download_size: 367493299 dataset_size: 703049540 - config_name: wiki_qa_Decide_good_answer features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 11928327 num_examples: 20360 - name: validation num_bytes: 1588513 num_examples: 2733 - name: test num_bytes: 3601306 num_examples: 6165 download_size: 6026723 dataset_size: 17118146 - config_name: wiki_qa_Direct_Answer_to_Question features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 464780 num_examples: 1040 - name: validation num_bytes: 62282 num_examples: 140 - name: test num_bytes: 128388 num_examples: 293 download_size: 395128 dataset_size: 655450 - config_name: wiki_qa_Generate_Question_from_Topic features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 600344 num_examples: 1040 - name: validation num_bytes: 80494 num_examples: 140 - name: test num_bytes: 166291 num_examples: 293 download_size: 434236 dataset_size: 847129 - config_name: wiki_qa_Is_This_True_ features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 9652071 num_examples: 20360 - name: validation num_bytes: 1282191 num_examples: 2733 - name: test num_bytes: 2918012 num_examples: 6165 download_size: 5726813 dataset_size: 13852274 - config_name: wiki_qa_Jeopardy_style features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 563988 num_examples: 1040 - name: validation num_bytes: 75570 num_examples: 140 - name: test num_bytes: 155917 num_examples: 293 download_size: 435303 dataset_size: 795475 - config_name: wiki_qa_Topic_Prediction_Answer_Only features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 476970 num_examples: 1040 - name: validation num_bytes: 63658 num_examples: 140 - name: test num_bytes: 131049 num_examples: 293 download_size: 377885 dataset_size: 671677 - config_name: wiki_qa_Topic_Prediction_Question_Only features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 242922 num_examples: 1040 - name: validation num_bytes: 32780 num_examples: 140 - name: test num_bytes: 68566 num_examples: 293 download_size: 130561 dataset_size: 344268 - config_name: wiki_qa_Topic_Prediction_Question_and_Answer_Pair features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 637104 num_examples: 1040 - name: validation num_bytes: 85410 num_examples: 140 - name: test num_bytes: 176567 num_examples: 293 download_size: 443010 dataset_size: 899081 - config_name: wiki_qa_automatic_system features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 12887927 num_examples: 20360 - name: validation num_bytes: 1715972 num_examples: 2733 - name: test num_bytes: 3899289 num_examples: 6165 download_size: 5942624 dataset_size: 18503188 - config_name: wiki_qa_exercise features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 14832087 num_examples: 20360 - name: validation num_bytes: 1976940 num_examples: 2733 - name: test num_bytes: 4488199 num_examples: 6165 download_size: 6093460 dataset_size: 21297226 - config_name: wiki_qa_found_on_google features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 11401647 num_examples: 20360 - name: validation num_bytes: 1516463 num_examples: 2733 - name: test num_bytes: 3449244 num_examples: 6165 download_size: 5814247 dataset_size: 16367354 - config_name: winogrande_winogrande_debiased_Replace features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 3875803 num_examples: 9248 - name: validation num_bytes: 528582 num_examples: 1267 - name: test num_bytes: 739620 num_examples: 1767 download_size: 1782977 dataset_size: 5144005 - config_name: winogrande_winogrande_debiased_Replace_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 7551668 num_examples: 18496 - name: validation num_bytes: 1030154 num_examples: 2534 - name: test num_bytes: 1440851 num_examples: 3534 download_size: 2298663 dataset_size: 10022673 - config_name: winogrande_winogrande_debiased_does_underscore_refer_to features: - 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name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 15259495 num_examples: 40398 - name: validation num_bytes: 481703 num_examples: 1267 - name: test num_bytes: 674241 num_examples: 1767 download_size: 5036118 dataset_size: 16415439 - config_name: winogrande_winogrande_xl_stand_for_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 29799202 num_examples: 80796 - name: validation num_bytes: 941464 num_examples: 2534 - name: test num_bytes: 1317161 num_examples: 3534 download_size: 7352127 dataset_size: 32057827 - config_name: winogrande_winogrande_xl_underscore_refer_to features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 15703873 num_examples: 40398 - name: validation num_bytes: 495640 num_examples: 1267 - name: test num_bytes: 693678 num_examples: 1767 download_size: 5127188 dataset_size: 16893191 - config_name: winogrande_winogrande_xl_underscore_refer_to_score_eval features: - name: idx sequence: int32 - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: is_correct dtype: bool - name: targets sequence: int32 - name: targets_pretokenized dtype: string - name: weight dtype: float32 splits: - name: train num_bytes: 30526366 num_examples: 80796 - name: validation num_bytes: 964270 num_examples: 2534 - name: test num_bytes: 1348967 num_examples: 3534 download_size: 7446677 dataset_size: 32839603 - config_name: wiqa_does_the_supposed_perturbation_have_an_effect features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 32441234 num_examples: 29808 - name: validation num_bytes: 7194477 num_examples: 6894 - name: test num_bytes: 2993752 num_examples: 3003 download_size: 12078412 dataset_size: 42629463 - config_name: wiqa_effect_with_label_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 29887682 num_examples: 29808 - name: validation num_bytes: 6603891 num_examples: 6894 - name: test num_bytes: 2736749 num_examples: 3003 download_size: 11641512 dataset_size: 39228322 - config_name: wiqa_effect_with_string_answer features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 32719442 num_examples: 29808 - name: validation num_bytes: 7258821 num_examples: 6894 - name: test num_bytes: 3024320 num_examples: 3003 download_size: 12120728 dataset_size: 43002583 - config_name: wiqa_what_is_the_final_step_of_the_following_process features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 22534752 num_examples: 29808 - name: validation num_bytes: 4960056 num_examples: 6894 - name: test num_bytes: 2018929 num_examples: 3003 download_size: 4993958 dataset_size: 29513737 - config_name: wiqa_what_is_the_missing_first_step features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 22948121 num_examples: 29808 - name: validation num_bytes: 5051961 num_examples: 6894 - name: test num_bytes: 2060388 num_examples: 3003 download_size: 5012113 dataset_size: 30060470 - config_name: wiqa_what_might_be_the_first_step_of_the_process features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 22471193 num_examples: 29808 - name: validation num_bytes: 4941657 num_examples: 6894 - name: test num_bytes: 2012340 num_examples: 3003 download_size: 4994981 dataset_size: 29425190 - config_name: wiqa_what_might_be_the_last_step_of_the_process features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 22415520 num_examples: 29808 - name: validation num_bytes: 4932480 num_examples: 6894 - name: test num_bytes: 2006917 num_examples: 3003 download_size: 4998002 dataset_size: 29354917 - config_name: wiqa_which_of_the_following_is_the_supposed_perturbation features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 38964516 num_examples: 29808 - name: validation num_bytes: 8703251 num_examples: 6894 - name: test num_bytes: 3649318 num_examples: 3003 download_size: 12726852 dataset_size: 51317085 - config_name: xsum_DOC_boils_down_to_simple_idea_that features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 671037016 num_examples: 204045 - name: validation num_bytes: 37260538 num_examples: 11332 - name: test num_bytes: 37363789 num_examples: 11334 download_size: 423515211 dataset_size: 745661343 - config_name: xsum_DOC_given_above_write_one_sentence features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 680219041 num_examples: 204045 - name: validation num_bytes: 37770478 num_examples: 11332 - name: test num_bytes: 37873819 num_examples: 11334 download_size: 425884310 dataset_size: 755863338 - config_name: xsum_DOC_how_would_you_rephrase_few_words features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 675117916 num_examples: 204045 - name: validation num_bytes: 37487178 num_examples: 11332 - name: test num_bytes: 37590469 num_examples: 11334 download_size: 424419611 dataset_size: 750195563 - config_name: xsum_DOC_tldr features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 661242856 num_examples: 204045 - name: validation num_bytes: 36716602 num_examples: 11332 - name: test num_bytes: 36819757 num_examples: 11334 download_size: 421356084 dataset_size: 734779215 - config_name: xsum_DOC_write_summary_of_above features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 674709826 num_examples: 204045 - name: validation num_bytes: 37464514 num_examples: 11332 - name: test num_bytes: 37567801 num_examples: 11334 download_size: 424257912 dataset_size: 749742141 - config_name: xsum_article_DOC_summary features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 662671171 num_examples: 204045 - name: validation num_bytes: 36795926 num_examples: 11332 - name: test num_bytes: 36899095 num_examples: 11334 download_size: 421436849 dataset_size: 736366192 - config_name: xsum_college_roommate_asked_DOC_so_I_recap features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 693890056 num_examples: 204045 - name: validation num_bytes: 38529722 num_examples: 11332 - name: test num_bytes: 38633197 num_examples: 11334 download_size: 428092027 dataset_size: 771052975 - config_name: xsum_read_below_DOC_write_abstract features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 692869831 num_examples: 204045 - name: validation num_bytes: 38473062 num_examples: 11332 - name: test num_bytes: 38576527 num_examples: 11334 download_size: 427949570 dataset_size: 769919420 - config_name: xsum_summarize_DOC features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 660834766 num_examples: 204045 - name: validation num_bytes: 36693938 num_examples: 11332 - name: test num_bytes: 36797089 num_examples: 11334 download_size: 420917086 dataset_size: 734325793 - config_name: xsum_summarize_this_DOC_summary features: - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 668996566 num_examples: 204045 - name: validation num_bytes: 37147218 num_examples: 11332 - name: test num_bytes: 37250449 num_examples: 11334 download_size: 423104781 dataset_size: 743394233 - config_name: yelp_review_full_based_on_that features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1031638858 num_examples: 650000 - name: test num_bytes: 79418916 num_examples: 50000 download_size: 556617412 dataset_size: 1111057774 - config_name: yelp_review_full_format_rating features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1019288862 num_examples: 650000 - name: test num_bytes: 78468916 num_examples: 50000 download_size: 556205049 dataset_size: 1097757778 - config_name: yelp_review_full_format_score features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1020718862 num_examples: 650000 - name: test num_bytes: 78578916 num_examples: 50000 download_size: 557789138 dataset_size: 1099297778 - config_name: yelp_review_full_format_star features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1014088862 num_examples: 650000 - name: test num_bytes: 78068916 num_examples: 50000 download_size: 555578441 dataset_size: 1092157778 - config_name: yelp_review_full_on_a_scale features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1035018858 num_examples: 650000 - name: test num_bytes: 79678916 num_examples: 50000 download_size: 557874177 dataset_size: 1114697774 - config_name: yelp_review_full_so_i_would features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1020588858 num_examples: 650000 - name: test num_bytes: 78568916 num_examples: 50000 download_size: 555669482 dataset_size: 1099157774 - config_name: yelp_review_full_this_place features: - name: answer_choices sequence: string - name: inputs sequence: int32 - name: inputs_pretokenized dtype: string - name: targets sequence: int32 - name: targets_pretokenized dtype: string splits: - name: train num_bytes: 1018638858 num_examples: 650000 - name: test num_bytes: 78418916 num_examples: 50000 download_size: 555640691 dataset_size: 1097057774 configs: - config_name: adversarial_qa_dbert_answer_the_following_q data_files: - split: train path: adversarial_qa_dbert_answer_the_following_q/train-* - split: validation path: adversarial_qa_dbert_answer_the_following_q/validation-* - config_name: adversarial_qa_dbert_based_on data_files: - split: train path: adversarial_qa_dbert_based_on/train-* - split: validation path: adversarial_qa_dbert_based_on/validation-* - config_name: adversarial_qa_dbert_generate_question data_files: - split: train path: adversarial_qa_dbert_generate_question/train-* - split: validation path: adversarial_qa_dbert_generate_question/validation-* - split: test path: adversarial_qa_dbert_generate_question/test-* - config_name: adversarial_qa_dbert_question_context_answer data_files: - split: train path: adversarial_qa_dbert_question_context_answer/train-* - split: validation path: adversarial_qa_dbert_question_context_answer/validation-* - config_name: adversarial_qa_dbert_tell_what_it_is data_files: - split: train path: adversarial_qa_dbert_tell_what_it_is/train-* - split: validation path: adversarial_qa_dbert_tell_what_it_is/validation-* - config_name: adversarial_qa_dbidaf_answer_the_following_q data_files: - split: train path: adversarial_qa_dbidaf_answer_the_following_q/train-* - split: validation path: adversarial_qa_dbidaf_answer_the_following_q/validation-* - config_name: adversarial_qa_dbidaf_based_on data_files: - split: train path: adversarial_qa_dbidaf_based_on/train-* - split: validation path: adversarial_qa_dbidaf_based_on/validation-* - config_name: adversarial_qa_dbidaf_generate_question data_files: - split: train path: adversarial_qa_dbidaf_generate_question/train-* - split: validation path: adversarial_qa_dbidaf_generate_question/validation-* - split: test path: adversarial_qa_dbidaf_generate_question/test-* - config_name: adversarial_qa_dbidaf_question_context_answer data_files: - split: train path: adversarial_qa_dbidaf_question_context_answer/train-* - split: validation path: adversarial_qa_dbidaf_question_context_answer/validation-* - config_name: adversarial_qa_dbidaf_tell_what_it_is data_files: - split: train path: adversarial_qa_dbidaf_tell_what_it_is/train-* - split: validation path: adversarial_qa_dbidaf_tell_what_it_is/validation-* - config_name: adversarial_qa_droberta_answer_the_following_q data_files: - split: train path: adversarial_qa_droberta_answer_the_following_q/train-* - split: validation path: adversarial_qa_droberta_answer_the_following_q/validation-* - config_name: adversarial_qa_droberta_based_on data_files: - split: train path: adversarial_qa_droberta_based_on/train-* - split: validation path: adversarial_qa_droberta_based_on/validation-* - config_name: adversarial_qa_droberta_generate_question data_files: - split: train path: adversarial_qa_droberta_generate_question/train-* - split: validation path: adversarial_qa_droberta_generate_question/validation-* - split: test path: adversarial_qa_droberta_generate_question/test-* - config_name: adversarial_qa_droberta_question_context_answer data_files: - split: train path: adversarial_qa_droberta_question_context_answer/train-* - split: validation path: adversarial_qa_droberta_question_context_answer/validation-* - config_name: adversarial_qa_droberta_tell_what_it_is data_files: - split: train path: adversarial_qa_droberta_tell_what_it_is/train-* - split: validation path: adversarial_qa_droberta_tell_what_it_is/validation-* - config_name: ag_news_classify data_files: - split: train path: ag_news_classify/train-* - split: test path: ag_news_classify/test-* - config_name: ag_news_classify_question_first data_files: - split: train path: ag_news_classify_question_first/train-* - split: test path: ag_news_classify_question_first/test-* - config_name: ag_news_classify_with_choices data_files: - split: train path: ag_news_classify_with_choices/train-* - split: test path: ag_news_classify_with_choices/test-* - config_name: ag_news_classify_with_choices_question_first data_files: - split: train path: ag_news_classify_with_choices_question_first/train-* - split: test path: ag_news_classify_with_choices_question_first/test-* - config_name: ag_news_recommend data_files: - split: train path: ag_news_recommend/train-* - split: test path: ag_news_recommend/test-* - config_name: ag_news_which_section data_files: - split: train path: ag_news_which_section/train-* - split: test path: ag_news_which_section/test-* - config_name: ag_news_which_section_choices data_files: - split: train path: ag_news_which_section_choices/train-* - split: test path: ag_news_which_section_choices/test-* - config_name: ai2_arc_ARC_Challenge_heres_a_problem data_files: - split: train path: ai2_arc_ARC_Challenge_heres_a_problem/train-* - split: validation path: ai2_arc_ARC_Challenge_heres_a_problem/validation-* - split: test path: ai2_arc_ARC_Challenge_heres_a_problem/test-* - config_name: ai2_arc_ARC_Challenge_i_am_hesitating data_files: - split: train path: ai2_arc_ARC_Challenge_i_am_hesitating/train-* - split: validation path: ai2_arc_ARC_Challenge_i_am_hesitating/validation-* - split: test path: ai2_arc_ARC_Challenge_i_am_hesitating/test-* - config_name: ai2_arc_ARC_Challenge_multiple_choice data_files: - split: train path: ai2_arc_ARC_Challenge_multiple_choice/train-* - split: validation path: ai2_arc_ARC_Challenge_multiple_choice/validation-* - split: test path: ai2_arc_ARC_Challenge_multiple_choice/test-* - config_name: ai2_arc_ARC_Challenge_pick_false_options data_files: - split: train path: ai2_arc_ARC_Challenge_pick_false_options/train-* - split: validation path: ai2_arc_ARC_Challenge_pick_false_options/validation-* - split: test path: ai2_arc_ARC_Challenge_pick_false_options/test-* - config_name: ai2_arc_ARC_Challenge_pick_the_most_correct_option data_files: - split: train path: ai2_arc_ARC_Challenge_pick_the_most_correct_option/train-* - split: validation path: ai2_arc_ARC_Challenge_pick_the_most_correct_option/validation-* - split: test path: ai2_arc_ARC_Challenge_pick_the_most_correct_option/test-* - config_name: ai2_arc_ARC_Challenge_qa_options data_files: - split: train path: ai2_arc_ARC_Challenge_qa_options/train-* - split: validation path: ai2_arc_ARC_Challenge_qa_options/validation-* - split: test path: ai2_arc_ARC_Challenge_qa_options/test-* - config_name: ai2_arc_ARC_Easy_heres_a_problem data_files: - split: train path: ai2_arc_ARC_Easy_heres_a_problem/train-* - split: validation path: ai2_arc_ARC_Easy_heres_a_problem/validation-* - split: test path: ai2_arc_ARC_Easy_heres_a_problem/test-* - config_name: ai2_arc_ARC_Easy_i_am_hesitating data_files: - split: train path: ai2_arc_ARC_Easy_i_am_hesitating/train-* - split: validation path: ai2_arc_ARC_Easy_i_am_hesitating/validation-* - split: test path: ai2_arc_ARC_Easy_i_am_hesitating/test-* - config_name: ai2_arc_ARC_Easy_multiple_choice data_files: - split: train path: ai2_arc_ARC_Easy_multiple_choice/train-* - split: validation path: ai2_arc_ARC_Easy_multiple_choice/validation-* - split: test path: ai2_arc_ARC_Easy_multiple_choice/test-* - config_name: ai2_arc_ARC_Easy_pick_false_options data_files: - split: train path: ai2_arc_ARC_Easy_pick_false_options/train-* - split: validation path: ai2_arc_ARC_Easy_pick_false_options/validation-* - split: test path: ai2_arc_ARC_Easy_pick_false_options/test-* - config_name: ai2_arc_ARC_Easy_pick_the_most_correct_option data_files: - split: train path: ai2_arc_ARC_Easy_pick_the_most_correct_option/train-* - split: validation path: ai2_arc_ARC_Easy_pick_the_most_correct_option/validation-* - split: test path: ai2_arc_ARC_Easy_pick_the_most_correct_option/test-* - config_name: ai2_arc_ARC_Easy_qa_options data_files: - split: train path: ai2_arc_ARC_Easy_qa_options/train-* - split: validation path: ai2_arc_ARC_Easy_qa_options/validation-* - split: test path: ai2_arc_ARC_Easy_qa_options/test-* - config_name: amazon_polarity_Is_this_product_review_positive data_files: - split: train path: amazon_polarity_Is_this_product_review_positive/train-* - split: test path: amazon_polarity_Is_this_product_review_positive/test-* - config_name: amazon_polarity_Is_this_review data_files: - split: train path: amazon_polarity_Is_this_review/train-* - split: test path: amazon_polarity_Is_this_review/test-* - config_name: amazon_polarity_Is_this_review_negative data_files: - split: train path: amazon_polarity_Is_this_review_negative/train-* - split: test path: amazon_polarity_Is_this_review_negative/test-* - config_name: amazon_polarity_User_recommend_this_product data_files: - split: train path: amazon_polarity_User_recommend_this_product/train-* - split: test path: amazon_polarity_User_recommend_this_product/test-* - config_name: amazon_polarity_convey_negative_or_positive_sentiment data_files: - split: train path: amazon_polarity_convey_negative_or_positive_sentiment/train-* - split: test path: amazon_polarity_convey_negative_or_positive_sentiment/test-* - config_name: amazon_polarity_flattering_or_not data_files: - split: train path: amazon_polarity_flattering_or_not/train-* - split: test path: amazon_polarity_flattering_or_not/test-* - config_name: amazon_polarity_negative_or_positive_tone data_files: - split: train path: amazon_polarity_negative_or_positive_tone/train-* - split: test path: amazon_polarity_negative_or_positive_tone/test-* - config_name: amazon_polarity_user_satisfied data_files: - split: train path: amazon_polarity_user_satisfied/train-* - split: test path: amazon_polarity_user_satisfied/test-* - config_name: amazon_polarity_would_you_buy data_files: - split: train path: amazon_polarity_would_you_buy/train-* - split: test path: amazon_polarity_would_you_buy/test-* - config_name: anli_GPT_3_style_r1 data_files: - split: train path: anli_GPT_3_style_r1/train-* - split: validation path: anli_GPT_3_style_r1/validation-* - split: test path: anli_GPT_3_style_r1/test-* - config_name: anli_GPT_3_style_r1_score_eval data_files: - split: train path: anli_GPT_3_style_r1_score_eval/train-* - split: validation path: anli_GPT_3_style_r1_score_eval/validation-* - split: test path: anli_GPT_3_style_r1_score_eval/test-* - config_name: anli_GPT_3_style_r2 data_files: - split: train path: anli_GPT_3_style_r2/train-* - split: validation path: anli_GPT_3_style_r2/validation-* - split: test path: anli_GPT_3_style_r2/test-* - config_name: anli_GPT_3_style_r2_score_eval data_files: - split: train path: anli_GPT_3_style_r2_score_eval/train-* - split: validation path: anli_GPT_3_style_r2_score_eval/validation-* - split: test path: anli_GPT_3_style_r2_score_eval/test-* - config_name: anli_GPT_3_style_r3 data_files: - split: train path: anli_GPT_3_style_r3/train-* - split: validation path: anli_GPT_3_style_r3/validation-* - split: test path: anli_GPT_3_style_r3/test-* - config_name: anli_GPT_3_style_r3_score_eval data_files: - split: train path: anli_GPT_3_style_r3_score_eval/train-* - split: validation path: anli_GPT_3_style_r3_score_eval/validation-* - split: test path: anli_GPT_3_style_r3_score_eval/test-* - config_name: anli_MNLI_crowdsource_r1 data_files: - split: train path: anli_MNLI_crowdsource_r1/train-* - split: validation path: anli_MNLI_crowdsource_r1/validation-* - split: test path: anli_MNLI_crowdsource_r1/test-* - config_name: anli_MNLI_crowdsource_r1_score_eval data_files: - split: train path: anli_MNLI_crowdsource_r1_score_eval/train-* - split: validation path: anli_MNLI_crowdsource_r1_score_eval/validation-* - split: test path: anli_MNLI_crowdsource_r1_score_eval/test-* - config_name: anli_MNLI_crowdsource_r2 data_files: - split: train path: anli_MNLI_crowdsource_r2/train-* - split: validation path: anli_MNLI_crowdsource_r2/validation-* - split: test path: anli_MNLI_crowdsource_r2/test-* - config_name: anli_MNLI_crowdsource_r2_score_eval data_files: - split: train path: anli_MNLI_crowdsource_r2_score_eval/train-* - split: validation path: anli_MNLI_crowdsource_r2_score_eval/validation-* - split: test path: anli_MNLI_crowdsource_r2_score_eval/test-* - config_name: anli_MNLI_crowdsource_r3 data_files: - split: train path: anli_MNLI_crowdsource_r3/train-* - split: validation path: anli_MNLI_crowdsource_r3/validation-* - split: test path: anli_MNLI_crowdsource_r3/test-* - config_name: anli_MNLI_crowdsource_r3_score_eval data_files: - split: train path: anli_MNLI_crowdsource_r3_score_eval/train-* - split: validation path: anli_MNLI_crowdsource_r3_score_eval/validation-* - split: test path: anli_MNLI_crowdsource_r3_score_eval/test-* - config_name: anli_always_sometimes_never_r1 data_files: - split: train path: anli_always_sometimes_never_r1/train-* - split: validation path: anli_always_sometimes_never_r1/validation-* - split: test path: anli_always_sometimes_never_r1/test-* - config_name: anli_always_sometimes_never_r1_score_eval data_files: - split: train path: anli_always_sometimes_never_r1_score_eval/train-* - split: validation path: anli_always_sometimes_never_r1_score_eval/validation-* - split: test path: anli_always_sometimes_never_r1_score_eval/test-* - config_name: anli_always_sometimes_never_r2 data_files: - split: train path: anli_always_sometimes_never_r2/train-* - split: validation path: anli_always_sometimes_never_r2/validation-* - split: test path: anli_always_sometimes_never_r2/test-* - config_name: anli_always_sometimes_never_r2_score_eval data_files: - split: train path: anli_always_sometimes_never_r2_score_eval/train-* - split: validation path: anli_always_sometimes_never_r2_score_eval/validation-* - split: test path: anli_always_sometimes_never_r2_score_eval/test-* - config_name: anli_always_sometimes_never_r3 data_files: - split: train path: anli_always_sometimes_never_r3/train-* - split: validation path: anli_always_sometimes_never_r3/validation-* - split: test path: anli_always_sometimes_never_r3/test-* - config_name: anli_always_sometimes_never_r3_score_eval data_files: - split: train path: anli_always_sometimes_never_r3_score_eval/train-* - split: validation path: anli_always_sometimes_never_r3_score_eval/validation-* - split: test path: anli_always_sometimes_never_r3_score_eval/test-* - config_name: anli_based_on_the_previous_passage_r1 data_files: - split: train path: anli_based_on_the_previous_passage_r1/train-* - split: validation path: anli_based_on_the_previous_passage_r1/validation-* - split: test path: anli_based_on_the_previous_passage_r1/test-* - config_name: anli_based_on_the_previous_passage_r1_score_eval data_files: - split: train path: anli_based_on_the_previous_passage_r1_score_eval/train-* - split: validation path: anli_based_on_the_previous_passage_r1_score_eval/validation-* - split: test path: anli_based_on_the_previous_passage_r1_score_eval/test-* - config_name: anli_based_on_the_previous_passage_r2 data_files: - split: train path: anli_based_on_the_previous_passage_r2/train-* - split: validation path: anli_based_on_the_previous_passage_r2/validation-* - split: test path: anli_based_on_the_previous_passage_r2/test-* - config_name: anli_based_on_the_previous_passage_r2_score_eval data_files: - split: train path: anli_based_on_the_previous_passage_r2_score_eval/train-* - split: validation path: anli_based_on_the_previous_passage_r2_score_eval/validation-* - split: test path: anli_based_on_the_previous_passage_r2_score_eval/test-* - config_name: anli_based_on_the_previous_passage_r3 data_files: - split: train path: anli_based_on_the_previous_passage_r3/train-* - split: validation path: anli_based_on_the_previous_passage_r3/validation-* - split: test path: anli_based_on_the_previous_passage_r3/test-* - config_name: anli_based_on_the_previous_passage_r3_score_eval data_files: - split: train path: anli_based_on_the_previous_passage_r3_score_eval/train-* - split: validation path: anli_based_on_the_previous_passage_r3_score_eval/validation-* - split: test path: anli_based_on_the_previous_passage_r3_score_eval/test-* - config_name: anli_can_we_infer_r1 data_files: - split: train path: anli_can_we_infer_r1/train-* - split: validation path: anli_can_we_infer_r1/validation-* - split: test path: anli_can_we_infer_r1/test-* - config_name: anli_can_we_infer_r1_score_eval data_files: - split: train path: anli_can_we_infer_r1_score_eval/train-* - split: validation path: anli_can_we_infer_r1_score_eval/validation-* - split: test path: anli_can_we_infer_r1_score_eval/test-* - config_name: anli_can_we_infer_r2 data_files: - split: train path: anli_can_we_infer_r2/train-* - split: validation path: anli_can_we_infer_r2/validation-* - split: test path: anli_can_we_infer_r2/test-* - config_name: anli_can_we_infer_r2_score_eval data_files: - split: train path: anli_can_we_infer_r2_score_eval/train-* - split: validation path: anli_can_we_infer_r2_score_eval/validation-* - split: test path: anli_can_we_infer_r2_score_eval/test-* - config_name: anli_can_we_infer_r3 data_files: - split: train path: anli_can_we_infer_r3/train-* - split: validation path: anli_can_we_infer_r3/validation-* - split: test path: anli_can_we_infer_r3/test-* - config_name: anli_can_we_infer_r3_score_eval data_files: - split: train path: anli_can_we_infer_r3_score_eval/train-* - split: validation path: anli_can_we_infer_r3_score_eval/validation-* - split: test path: anli_can_we_infer_r3_score_eval/test-* - config_name: anli_claim_true_false_inconclusive_r1 data_files: - split: train path: anli_claim_true_false_inconclusive_r1/train-* - split: validation path: anli_claim_true_false_inconclusive_r1/validation-* - split: test path: anli_claim_true_false_inconclusive_r1/test-* - config_name: anli_claim_true_false_inconclusive_r1_score_eval data_files: - split: train path: anli_claim_true_false_inconclusive_r1_score_eval/train-* - split: validation path: anli_claim_true_false_inconclusive_r1_score_eval/validation-* - split: test path: anli_claim_true_false_inconclusive_r1_score_eval/test-* - config_name: anli_claim_true_false_inconclusive_r2 data_files: - split: train path: anli_claim_true_false_inconclusive_r2/train-* - split: validation path: anli_claim_true_false_inconclusive_r2/validation-* - split: test path: anli_claim_true_false_inconclusive_r2/test-* - config_name: anli_claim_true_false_inconclusive_r2_score_eval data_files: - split: train path: anli_claim_true_false_inconclusive_r2_score_eval/train-* - split: validation path: anli_claim_true_false_inconclusive_r2_score_eval/validation-* - split: test path: anli_claim_true_false_inconclusive_r2_score_eval/test-* - config_name: anli_claim_true_false_inconclusive_r3 data_files: - split: train path: anli_claim_true_false_inconclusive_r3/train-* - split: validation path: anli_claim_true_false_inconclusive_r3/validation-* - split: test path: anli_claim_true_false_inconclusive_r3/test-* - config_name: anli_claim_true_false_inconclusive_r3_score_eval data_files: - split: train path: anli_claim_true_false_inconclusive_r3_score_eval/train-* - split: validation path: anli_claim_true_false_inconclusive_r3_score_eval/validation-* - split: test path: anli_claim_true_false_inconclusive_r3_score_eval/test-* - config_name: anli_consider_always_sometimes_never_r1 data_files: - split: train path: anli_consider_always_sometimes_never_r1/train-* - split: validation path: anli_consider_always_sometimes_never_r1/validation-* - split: test path: anli_consider_always_sometimes_never_r1/test-* - config_name: anli_consider_always_sometimes_never_r1_score_eval data_files: - split: train path: anli_consider_always_sometimes_never_r1_score_eval/train-* - split: validation path: anli_consider_always_sometimes_never_r1_score_eval/validation-* - split: test path: anli_consider_always_sometimes_never_r1_score_eval/test-* - config_name: anli_consider_always_sometimes_never_r2 data_files: - split: train path: anli_consider_always_sometimes_never_r2/train-* - split: validation path: anli_consider_always_sometimes_never_r2/validation-* - split: test path: anli_consider_always_sometimes_never_r2/test-* - config_name: anli_consider_always_sometimes_never_r2_score_eval data_files: - split: train path: anli_consider_always_sometimes_never_r2_score_eval/train-* - split: validation path: anli_consider_always_sometimes_never_r2_score_eval/validation-* - split: test path: anli_consider_always_sometimes_never_r2_score_eval/test-* - config_name: anli_consider_always_sometimes_never_r3 data_files: - split: train path: anli_consider_always_sometimes_never_r3/train-* - split: validation path: anli_consider_always_sometimes_never_r3/validation-* - split: test path: anli_consider_always_sometimes_never_r3/test-* - config_name: anli_consider_always_sometimes_never_r3_score_eval data_files: - split: train path: anli_consider_always_sometimes_never_r3_score_eval/train-* - split: validation path: anli_consider_always_sometimes_never_r3_score_eval/validation-* - split: test path: anli_consider_always_sometimes_never_r3_score_eval/test-* - config_name: anli_does_it_follow_that_r1 data_files: - split: train path: anli_does_it_follow_that_r1/train-* - split: validation path: anli_does_it_follow_that_r1/validation-* - split: test path: anli_does_it_follow_that_r1/test-* - config_name: anli_does_it_follow_that_r1_score_eval data_files: - split: train path: anli_does_it_follow_that_r1_score_eval/train-* - split: validation path: anli_does_it_follow_that_r1_score_eval/validation-* - split: test path: anli_does_it_follow_that_r1_score_eval/test-* - config_name: anli_does_it_follow_that_r2 data_files: - split: train path: anli_does_it_follow_that_r2/train-* - split: validation path: anli_does_it_follow_that_r2/validation-* - split: test path: anli_does_it_follow_that_r2/test-* - config_name: anli_does_it_follow_that_r2_score_eval data_files: - split: train path: anli_does_it_follow_that_r2_score_eval/train-* - split: validation path: anli_does_it_follow_that_r2_score_eval/validation-* - split: test path: anli_does_it_follow_that_r2_score_eval/test-* - config_name: anli_does_it_follow_that_r3 data_files: - split: train path: anli_does_it_follow_that_r3/train-* - split: validation path: anli_does_it_follow_that_r3/validation-* - split: test path: anli_does_it_follow_that_r3/test-* - config_name: anli_does_it_follow_that_r3_score_eval data_files: - split: train path: anli_does_it_follow_that_r3_score_eval/train-* - split: validation path: anli_does_it_follow_that_r3_score_eval/validation-* - split: test path: anli_does_it_follow_that_r3_score_eval/test-* - config_name: anli_does_this_imply_r1 data_files: - split: train path: anli_does_this_imply_r1/train-* - split: validation path: anli_does_this_imply_r1/validation-* - split: test path: anli_does_this_imply_r1/test-* - config_name: anli_does_this_imply_r1_score_eval data_files: - split: train path: anli_does_this_imply_r1_score_eval/train-* - split: validation path: anli_does_this_imply_r1_score_eval/validation-* - split: test path: anli_does_this_imply_r1_score_eval/test-* - config_name: anli_does_this_imply_r2 data_files: - split: train path: anli_does_this_imply_r2/train-* - split: validation path: anli_does_this_imply_r2/validation-* - split: test path: anli_does_this_imply_r2/test-* - config_name: anli_does_this_imply_r2_score_eval data_files: - split: train path: anli_does_this_imply_r2_score_eval/train-* - split: validation path: anli_does_this_imply_r2_score_eval/validation-* - split: test path: anli_does_this_imply_r2_score_eval/test-* - config_name: anli_does_this_imply_r3 data_files: - split: train path: anli_does_this_imply_r3/train-* - split: validation path: anli_does_this_imply_r3/validation-* - split: test path: anli_does_this_imply_r3/test-* - config_name: anli_does_this_imply_r3_score_eval data_files: - split: train path: anli_does_this_imply_r3_score_eval/train-* - split: validation path: anli_does_this_imply_r3_score_eval/validation-* - split: test path: anli_does_this_imply_r3_score_eval/test-* - config_name: anli_guaranteed_possible_impossible_r1 data_files: - split: train path: anli_guaranteed_possible_impossible_r1/train-* - split: validation path: anli_guaranteed_possible_impossible_r1/validation-* - split: test path: anli_guaranteed_possible_impossible_r1/test-* - config_name: anli_guaranteed_possible_impossible_r1_score_eval data_files: - split: train path: anli_guaranteed_possible_impossible_r1_score_eval/train-* - split: validation path: anli_guaranteed_possible_impossible_r1_score_eval/validation-* - split: test path: anli_guaranteed_possible_impossible_r1_score_eval/test-* - config_name: anli_guaranteed_possible_impossible_r2 data_files: - split: train path: anli_guaranteed_possible_impossible_r2/train-* - split: validation path: anli_guaranteed_possible_impossible_r2/validation-* - split: test path: anli_guaranteed_possible_impossible_r2/test-* - config_name: anli_guaranteed_possible_impossible_r2_score_eval data_files: - split: train path: anli_guaranteed_possible_impossible_r2_score_eval/train-* - split: validation path: anli_guaranteed_possible_impossible_r2_score_eval/validation-* - split: test path: anli_guaranteed_possible_impossible_r2_score_eval/test-* - config_name: anli_guaranteed_possible_impossible_r3 data_files: - split: train path: anli_guaranteed_possible_impossible_r3/train-* - split: validation path: anli_guaranteed_possible_impossible_r3/validation-* - split: test path: anli_guaranteed_possible_impossible_r3/test-* - config_name: anli_guaranteed_possible_impossible_r3_score_eval data_files: - split: train path: anli_guaranteed_possible_impossible_r3_score_eval/train-* - split: validation path: anli_guaranteed_possible_impossible_r3_score_eval/validation-* - split: test path: anli_guaranteed_possible_impossible_r3_score_eval/test-* - config_name: anli_guaranteed_true_r1 data_files: - split: train path: anli_guaranteed_true_r1/train-* - split: validation path: anli_guaranteed_true_r1/validation-* - split: test path: anli_guaranteed_true_r1/test-* - config_name: anli_guaranteed_true_r1_score_eval data_files: - split: train path: anli_guaranteed_true_r1_score_eval/train-* - split: validation path: anli_guaranteed_true_r1_score_eval/validation-* - split: test path: anli_guaranteed_true_r1_score_eval/test-* - config_name: anli_guaranteed_true_r2 data_files: - split: train path: anli_guaranteed_true_r2/train-* - split: validation path: anli_guaranteed_true_r2/validation-* - split: test path: anli_guaranteed_true_r2/test-* - config_name: anli_guaranteed_true_r2_score_eval data_files: - split: train path: anli_guaranteed_true_r2_score_eval/train-* - split: validation path: anli_guaranteed_true_r2_score_eval/validation-* - split: test path: anli_guaranteed_true_r2_score_eval/test-* - config_name: anli_guaranteed_true_r3 data_files: - split: train path: anli_guaranteed_true_r3/train-* - split: validation path: anli_guaranteed_true_r3/validation-* - split: test path: anli_guaranteed_true_r3/test-* - config_name: anli_guaranteed_true_r3_score_eval data_files: - split: train path: anli_guaranteed_true_r3_score_eval/train-* - split: validation path: anli_guaranteed_true_r3_score_eval/validation-* - split: test path: anli_guaranteed_true_r3_score_eval/test-* - config_name: anli_justified_in_saying_r1 data_files: - split: train path: anli_justified_in_saying_r1/train-* - split: validation path: anli_justified_in_saying_r1/validation-* - split: test path: anli_justified_in_saying_r1/test-* - config_name: anli_justified_in_saying_r1_score_eval data_files: - split: train path: anli_justified_in_saying_r1_score_eval/train-* - split: validation path: anli_justified_in_saying_r1_score_eval/validation-* - split: test path: anli_justified_in_saying_r1_score_eval/test-* - config_name: anli_justified_in_saying_r2 data_files: - split: train path: anli_justified_in_saying_r2/train-* - split: validation path: anli_justified_in_saying_r2/validation-* - split: test path: anli_justified_in_saying_r2/test-* - config_name: anli_justified_in_saying_r2_score_eval data_files: - split: train path: anli_justified_in_saying_r2_score_eval/train-* - split: validation path: anli_justified_in_saying_r2_score_eval/validation-* - split: test path: anli_justified_in_saying_r2_score_eval/test-* - config_name: anli_justified_in_saying_r3 data_files: - split: train path: anli_justified_in_saying_r3/train-* - split: validation path: anli_justified_in_saying_r3/validation-* - split: test path: anli_justified_in_saying_r3/test-* - config_name: anli_justified_in_saying_r3_score_eval data_files: - split: train path: anli_justified_in_saying_r3_score_eval/train-* - split: validation path: anli_justified_in_saying_r3_score_eval/validation-* - split: test path: anli_justified_in_saying_r3_score_eval/test-* - config_name: anli_must_be_true_r1 data_files: - split: train path: anli_must_be_true_r1/train-* - split: validation path: anli_must_be_true_r1/validation-* - split: test path: anli_must_be_true_r1/test-* - config_name: anli_must_be_true_r1_score_eval data_files: - split: train path: anli_must_be_true_r1_score_eval/train-* - split: validation path: anli_must_be_true_r1_score_eval/validation-* - split: test path: anli_must_be_true_r1_score_eval/test-* - config_name: anli_must_be_true_r2 data_files: - split: train path: anli_must_be_true_r2/train-* - split: validation path: anli_must_be_true_r2/validation-* - split: test path: anli_must_be_true_r2/test-* - config_name: anli_must_be_true_r2_score_eval data_files: - split: train path: anli_must_be_true_r2_score_eval/train-* - split: validation path: anli_must_be_true_r2_score_eval/validation-* - split: test path: anli_must_be_true_r2_score_eval/test-* - config_name: anli_must_be_true_r3 data_files: - split: train path: anli_must_be_true_r3/train-* - split: validation path: anli_must_be_true_r3/validation-* - split: test path: anli_must_be_true_r3/test-* - config_name: anli_must_be_true_r3_score_eval data_files: - split: train path: anli_must_be_true_r3_score_eval/train-* - split: validation path: anli_must_be_true_r3_score_eval/validation-* - split: test path: anli_must_be_true_r3_score_eval/test-* - config_name: anli_should_assume_r1 data_files: - split: train path: anli_should_assume_r1/train-* - split: validation path: anli_should_assume_r1/validation-* - split: test path: anli_should_assume_r1/test-* - config_name: anli_should_assume_r1_score_eval data_files: - split: train path: anli_should_assume_r1_score_eval/train-* - split: validation path: anli_should_assume_r1_score_eval/validation-* - split: test path: anli_should_assume_r1_score_eval/test-* - config_name: anli_should_assume_r2 data_files: - split: train path: anli_should_assume_r2/train-* - split: validation path: anli_should_assume_r2/validation-* - split: test path: anli_should_assume_r2/test-* - config_name: anli_should_assume_r2_score_eval data_files: - split: train path: anli_should_assume_r2_score_eval/train-* - split: validation path: anli_should_assume_r2_score_eval/validation-* - split: test path: anli_should_assume_r2_score_eval/test-* - config_name: anli_should_assume_r3 data_files: - split: train path: anli_should_assume_r3/train-* - split: validation path: anli_should_assume_r3/validation-* - split: test path: anli_should_assume_r3/test-* - config_name: anli_should_assume_r3_score_eval data_files: - split: train path: anli_should_assume_r3_score_eval/train-* - split: validation path: anli_should_assume_r3_score_eval/validation-* - split: test path: anli_should_assume_r3_score_eval/test-* - config_name: anli_take_the_following_as_truth_r1 data_files: - split: train path: anli_take_the_following_as_truth_r1/train-* - split: validation path: anli_take_the_following_as_truth_r1/validation-* - split: test path: anli_take_the_following_as_truth_r1/test-* - config_name: anli_take_the_following_as_truth_r1_score_eval data_files: - split: train path: anli_take_the_following_as_truth_r1_score_eval/train-* - split: validation path: anli_take_the_following_as_truth_r1_score_eval/validation-* - split: test path: anli_take_the_following_as_truth_r1_score_eval/test-* - config_name: anli_take_the_following_as_truth_r2 data_files: - split: train path: anli_take_the_following_as_truth_r2/train-* - split: validation path: anli_take_the_following_as_truth_r2/validation-* - split: test path: anli_take_the_following_as_truth_r2/test-* - config_name: anli_take_the_following_as_truth_r2_score_eval data_files: - split: train path: anli_take_the_following_as_truth_r2_score_eval/train-* - split: validation path: anli_take_the_following_as_truth_r2_score_eval/validation-* - split: test path: anli_take_the_following_as_truth_r2_score_eval/test-* - config_name: anli_take_the_following_as_truth_r3 data_files: - split: train path: anli_take_the_following_as_truth_r3/train-* - split: validation path: anli_take_the_following_as_truth_r3/validation-* - split: test path: anli_take_the_following_as_truth_r3/test-* - config_name: anli_take_the_following_as_truth_r3_score_eval data_files: - split: train path: anli_take_the_following_as_truth_r3_score_eval/train-* - split: validation path: anli_take_the_following_as_truth_r3_score_eval/validation-* - split: test path: anli_take_the_following_as_truth_r3_score_eval/test-* - config_name: app_reviews_categorize_rating_using_review data_files: - split: train path: app_reviews_categorize_rating_using_review/train-* - config_name: app_reviews_convert_to_rating data_files: - split: train path: app_reviews_convert_to_rating/train-* - config_name: app_reviews_convert_to_star_rating data_files: - split: train path: app_reviews_convert_to_star_rating/train-* - config_name: app_reviews_generate_review data_files: - split: train path: app_reviews_generate_review/train-* - config_name: cnn_dailymail_3.0.0_2_or_3_sentences data_files: - split: train path: cnn_dailymail_3.0.0_2_or_3_sentences/train-* - split: validation path: cnn_dailymail_3.0.0_2_or_3_sentences/validation-* - split: test path: cnn_dailymail_3.0.0_2_or_3_sentences/test-* - config_name: cnn_dailymail_3.0.0_generate_story data_files: - split: train path: cnn_dailymail_3.0.0_generate_story/train-* - split: validation path: cnn_dailymail_3.0.0_generate_story/validation-* - split: test path: cnn_dailymail_3.0.0_generate_story/test-* - config_name: cnn_dailymail_3.0.0_news_card_view data_files: - split: train path: cnn_dailymail_3.0.0_news_card_view/train-* - split: validation path: cnn_dailymail_3.0.0_news_card_view/validation-* - split: test path: cnn_dailymail_3.0.0_news_card_view/test-* - config_name: cnn_dailymail_3.0.0_news_stock data_files: - split: train path: cnn_dailymail_3.0.0_news_stock/train-* - split: validation path: cnn_dailymail_3.0.0_news_stock/validation-* - split: test path: cnn_dailymail_3.0.0_news_stock/test-* - config_name: cnn_dailymail_3.0.0_news_summary data_files: - split: train path: cnn_dailymail_3.0.0_news_summary/train-* - split: validation path: cnn_dailymail_3.0.0_news_summary/validation-* - split: test path: cnn_dailymail_3.0.0_news_summary/test-* - config_name: cnn_dailymail_3.0.0_spice_up_story data_files: - split: train path: cnn_dailymail_3.0.0_spice_up_story/train-* - split: validation path: cnn_dailymail_3.0.0_spice_up_story/validation-* - split: test path: cnn_dailymail_3.0.0_spice_up_story/test-* - config_name: cnn_dailymail_3.0.0_sum_in_brief data_files: - split: train path: cnn_dailymail_3.0.0_sum_in_brief/train-* - split: validation path: cnn_dailymail_3.0.0_sum_in_brief/validation-* - split: test path: cnn_dailymail_3.0.0_sum_in_brief/test-* - config_name: cnn_dailymail_3.0.0_tldr_summary data_files: - split: train path: cnn_dailymail_3.0.0_tldr_summary/train-* - split: validation path: cnn_dailymail_3.0.0_tldr_summary/validation-* - split: test path: cnn_dailymail_3.0.0_tldr_summary/test-* - config_name: cnn_dailymail_3.0.0_write_an_outline data_files: - split: train path: cnn_dailymail_3.0.0_write_an_outline/train-* - split: validation path: cnn_dailymail_3.0.0_write_an_outline/validation-* - split: test path: cnn_dailymail_3.0.0_write_an_outline/test-* - config_name: common_gen_Example_prompt data_files: - split: train path: common_gen_Example_prompt/train-* - split: validation path: common_gen_Example_prompt/validation-* - split: test path: common_gen_Example_prompt/test-* - config_name: common_gen_Given_concepts_type_1 data_files: - split: train path: common_gen_Given_concepts_type_1/train-* - split: validation path: common_gen_Given_concepts_type_1/validation-* - split: test path: common_gen_Given_concepts_type_1/test-* - config_name: common_gen_Given_concepts_type_2 data_files: - split: train path: common_gen_Given_concepts_type_2/train-* - split: validation path: common_gen_Given_concepts_type_2/validation-* - split: test path: common_gen_Given_concepts_type_2/test-* - config_name: common_gen_Put_together data_files: - split: train path: common_gen_Put_together/train-* - split: validation path: common_gen_Put_together/validation-* - split: test path: common_gen_Put_together/test-* - config_name: common_gen_choice_in_concept_centric_sentence_generation data_files: - split: train path: common_gen_choice_in_concept_centric_sentence_generation/train-* - split: validation path: common_gen_choice_in_concept_centric_sentence_generation/validation-* - split: test path: common_gen_choice_in_concept_centric_sentence_generation/test-* - config_name: common_gen_random_task_template_prompt data_files: - split: train path: common_gen_random_task_template_prompt/train-* - split: validation path: common_gen_random_task_template_prompt/validation-* - split: test path: common_gen_random_task_template_prompt/test-* - config_name: common_gen_sentence_to_concepts data_files: - split: train path: common_gen_sentence_to_concepts/train-* - split: validation path: common_gen_sentence_to_concepts/validation-* - split: test path: common_gen_sentence_to_concepts/test-* - config_name: common_gen_topic_to_sentence data_files: - split: train path: common_gen_topic_to_sentence/train-* - split: validation path: common_gen_topic_to_sentence/validation-* - split: test path: common_gen_topic_to_sentence/test-* - config_name: common_gen_topics_from_the_sentence data_files: - split: train path: common_gen_topics_from_the_sentence/train-* - split: validation path: common_gen_topics_from_the_sentence/validation-* - split: test path: common_gen_topics_from_the_sentence/test-* - config_name: cos_e_v1.11_aligned_with_common_sense data_files: - split: train path: cos_e_v1.11_aligned_with_common_sense/train-* - split: validation path: cos_e_v1.11_aligned_with_common_sense/validation-* - config_name: cos_e_v1.11_description_question_option_id data_files: - split: train path: cos_e_v1.11_description_question_option_id/train-* - split: validation path: cos_e_v1.11_description_question_option_id/validation-* - config_name: cos_e_v1.11_description_question_option_text data_files: - split: train path: cos_e_v1.11_description_question_option_text/train-* - split: validation path: cos_e_v1.11_description_question_option_text/validation-* - config_name: cos_e_v1.11_explain_why_human data_files: - split: train path: cos_e_v1.11_explain_why_human/train-* - split: validation path: cos_e_v1.11_explain_why_human/validation-* - config_name: cos_e_v1.11_generate_explanation_given_text data_files: - split: train path: cos_e_v1.11_generate_explanation_given_text/train-* - split: validation path: cos_e_v1.11_generate_explanation_given_text/validation-* - config_name: cos_e_v1.11_i_think data_files: - split: train path: cos_e_v1.11_i_think/train-* - split: validation path: cos_e_v1.11_i_think/validation-* - config_name: cos_e_v1.11_question_description_option_id data_files: - split: train path: cos_e_v1.11_question_description_option_id/train-* - split: validation path: cos_e_v1.11_question_description_option_id/validation-* - config_name: cos_e_v1.11_question_description_option_text data_files: - split: train path: cos_e_v1.11_question_description_option_text/train-* - split: validation path: cos_e_v1.11_question_description_option_text/validation-* - config_name: cos_e_v1.11_question_option_description_id data_files: - split: train path: cos_e_v1.11_question_option_description_id/train-* - split: validation path: cos_e_v1.11_question_option_description_id/validation-* - config_name: cos_e_v1.11_question_option_description_text data_files: - split: train path: cos_e_v1.11_question_option_description_text/train-* - split: validation path: cos_e_v1.11_question_option_description_text/validation-* - config_name: cos_e_v1.11_rationale data_files: - split: train path: cos_e_v1.11_rationale/train-* - split: validation path: cos_e_v1.11_rationale/validation-* - config_name: cosmos_qa_context_answer_to_question data_files: - split: train path: cosmos_qa_context_answer_to_question/train-* - split: validation path: cosmos_qa_context_answer_to_question/validation-* - split: test path: cosmos_qa_context_answer_to_question/test-* - config_name: cosmos_qa_context_description_question_answer_id data_files: - split: train path: cosmos_qa_context_description_question_answer_id/train-* - split: validation path: cosmos_qa_context_description_question_answer_id/validation-* - split: test path: cosmos_qa_context_description_question_answer_id/test-* - config_name: cosmos_qa_context_description_question_answer_text data_files: - split: train path: cosmos_qa_context_description_question_answer_text/train-* - split: validation path: cosmos_qa_context_description_question_answer_text/validation-* - split: test path: cosmos_qa_context_description_question_answer_text/test-* - config_name: cosmos_qa_context_description_question_text data_files: - split: train path: cosmos_qa_context_description_question_text/train-* - split: validation path: cosmos_qa_context_description_question_text/validation-* - split: test path: cosmos_qa_context_description_question_text/test-* - config_name: cosmos_qa_context_question_description_answer_id data_files: - split: train path: cosmos_qa_context_question_description_answer_id/train-* - split: validation path: cosmos_qa_context_question_description_answer_id/validation-* - split: test path: cosmos_qa_context_question_description_answer_id/test-* - config_name: cosmos_qa_context_question_description_answer_text data_files: - split: train path: cosmos_qa_context_question_description_answer_text/train-* - split: validation path: cosmos_qa_context_question_description_answer_text/validation-* - split: test path: cosmos_qa_context_question_description_answer_text/test-* - config_name: cosmos_qa_context_question_description_text data_files: - split: train path: cosmos_qa_context_question_description_text/train-* - split: validation path: cosmos_qa_context_question_description_text/validation-* - split: test path: cosmos_qa_context_question_description_text/test-* - config_name: cosmos_qa_description_context_question_answer_id data_files: - split: train path: cosmos_qa_description_context_question_answer_id/train-* - split: validation path: cosmos_qa_description_context_question_answer_id/validation-* - split: test path: cosmos_qa_description_context_question_answer_id/test-* - config_name: cosmos_qa_description_context_question_answer_text data_files: - split: train path: cosmos_qa_description_context_question_answer_text/train-* - split: validation path: cosmos_qa_description_context_question_answer_text/validation-* - split: test path: cosmos_qa_description_context_question_answer_text/test-* - config_name: cosmos_qa_description_context_question_text data_files: - split: train path: cosmos_qa_description_context_question_text/train-* - split: validation path: cosmos_qa_description_context_question_text/validation-* - split: test path: cosmos_qa_description_context_question_text/test-* - config_name: cosmos_qa_no_prompt_id data_files: - split: train path: cosmos_qa_no_prompt_id/train-* - split: validation path: cosmos_qa_no_prompt_id/validation-* - split: test path: cosmos_qa_no_prompt_id/test-* - config_name: cosmos_qa_no_prompt_text data_files: - split: train path: cosmos_qa_no_prompt_text/train-* - split: validation path: cosmos_qa_no_prompt_text/validation-* - split: test path: cosmos_qa_no_prompt_text/test-* - config_name: cosmos_qa_only_question_answer data_files: - split: train path: cosmos_qa_only_question_answer/train-* - split: validation path: cosmos_qa_only_question_answer/validation-* - split: test path: cosmos_qa_only_question_answer/test-* - config_name: dbpedia_14_given_a_choice_of_categories_ data_files: - split: train path: dbpedia_14_given_a_choice_of_categories_/train-* - split: test path: dbpedia_14_given_a_choice_of_categories_/test-* - config_name: dbpedia_14_given_a_list_of_category_what_does_the_title_belong_to data_files: - split: train path: dbpedia_14_given_a_list_of_category_what_does_the_title_belong_to/train-* - split: test path: dbpedia_14_given_a_list_of_category_what_does_the_title_belong_to/test-* - config_name: dbpedia_14_given_list_what_category_does_the_paragraph_belong_to data_files: - split: train path: dbpedia_14_given_list_what_category_does_the_paragraph_belong_to/train-* - split: test path: dbpedia_14_given_list_what_category_does_the_paragraph_belong_to/test-* - config_name: dbpedia_14_pick_one_category_for_the_following_text data_files: - split: train path: dbpedia_14_pick_one_category_for_the_following_text/train-* - split: test path: dbpedia_14_pick_one_category_for_the_following_text/test-* - config_name: dream_answer_to_dialogue data_files: - split: train path: dream_answer_to_dialogue/train-* - split: validation path: dream_answer_to_dialogue/validation-* - split: test path: dream_answer_to_dialogue/test-* - config_name: dream_baseline data_files: - split: train path: dream_baseline/train-* - split: validation path: dream_baseline/validation-* - split: test path: dream_baseline/test-* - config_name: dream_generate_first_utterance data_files: - split: train path: dream_generate_first_utterance/train-* - split: validation path: dream_generate_first_utterance/validation-* - split: test path: dream_generate_first_utterance/test-* - config_name: dream_generate_last_utterance data_files: - split: train path: dream_generate_last_utterance/train-* - split: validation path: dream_generate_last_utterance/validation-* - split: test path: dream_generate_last_utterance/test-* - config_name: dream_read_the_following_conversation_and_answer_the_question data_files: - split: train path: dream_read_the_following_conversation_and_answer_the_question/train-* - split: validation path: dream_read_the_following_conversation_and_answer_the_question/validation-* - split: test path: dream_read_the_following_conversation_and_answer_the_question/test-* - config_name: duorc_ParaphraseRC_answer_question data_files: - split: train path: duorc_ParaphraseRC_answer_question/train-* - split: validation path: duorc_ParaphraseRC_answer_question/validation-* - split: test path: duorc_ParaphraseRC_answer_question/test-* - config_name: duorc_ParaphraseRC_build_story_around_qa data_files: - split: train path: duorc_ParaphraseRC_build_story_around_qa/train-* - split: validation path: duorc_ParaphraseRC_build_story_around_qa/validation-* - split: test path: duorc_ParaphraseRC_build_story_around_qa/test-* - config_name: duorc_ParaphraseRC_decide_worth_it data_files: - split: train path: duorc_ParaphraseRC_decide_worth_it/train-* - split: validation path: duorc_ParaphraseRC_decide_worth_it/validation-* - split: test path: duorc_ParaphraseRC_decide_worth_it/test-* - config_name: duorc_ParaphraseRC_extract_answer data_files: - split: train path: duorc_ParaphraseRC_extract_answer/train-* - split: validation path: duorc_ParaphraseRC_extract_answer/validation-* - split: test path: duorc_ParaphraseRC_extract_answer/test-* - config_name: duorc_ParaphraseRC_generate_question data_files: - split: train path: duorc_ParaphraseRC_generate_question/train-* - split: validation path: duorc_ParaphraseRC_generate_question/validation-* - split: test path: duorc_ParaphraseRC_generate_question/test-* - config_name: duorc_ParaphraseRC_generate_question_by_answer data_files: - split: train path: duorc_ParaphraseRC_generate_question_by_answer/train-* - split: validation path: duorc_ParaphraseRC_generate_question_by_answer/validation-* - split: test path: duorc_ParaphraseRC_generate_question_by_answer/test-* - config_name: duorc_ParaphraseRC_movie_director data_files: - split: train path: duorc_ParaphraseRC_movie_director/train-* - split: validation path: duorc_ParaphraseRC_movie_director/validation-* - split: test path: duorc_ParaphraseRC_movie_director/test-* - config_name: duorc_ParaphraseRC_question_answering data_files: - split: train path: duorc_ParaphraseRC_question_answering/train-* - split: validation path: duorc_ParaphraseRC_question_answering/validation-* - split: test path: duorc_ParaphraseRC_question_answering/test-* - config_name: duorc_ParaphraseRC_title_generation data_files: - split: train path: duorc_ParaphraseRC_title_generation/train-* - split: validation path: duorc_ParaphraseRC_title_generation/validation-* - split: test path: duorc_ParaphraseRC_title_generation/test-* - config_name: duorc_SelfRC_answer_question data_files: - split: train path: duorc_SelfRC_answer_question/train-* - split: validation path: duorc_SelfRC_answer_question/validation-* - split: test path: duorc_SelfRC_answer_question/test-* - config_name: duorc_SelfRC_build_story_around_qa data_files: - split: train path: duorc_SelfRC_build_story_around_qa/train-* - split: validation path: duorc_SelfRC_build_story_around_qa/validation-* - split: test path: duorc_SelfRC_build_story_around_qa/test-* - config_name: duorc_SelfRC_decide_worth_it data_files: - split: train path: duorc_SelfRC_decide_worth_it/train-* - split: validation path: duorc_SelfRC_decide_worth_it/validation-* - split: test path: duorc_SelfRC_decide_worth_it/test-* - config_name: duorc_SelfRC_extract_answer data_files: - split: train path: duorc_SelfRC_extract_answer/train-* - split: validation path: duorc_SelfRC_extract_answer/validation-* - split: test path: duorc_SelfRC_extract_answer/test-* - config_name: duorc_SelfRC_generate_question data_files: - split: train path: duorc_SelfRC_generate_question/train-* - split: validation path: duorc_SelfRC_generate_question/validation-* - split: test path: duorc_SelfRC_generate_question/test-* - config_name: duorc_SelfRC_generate_question_by_answer data_files: - split: train path: duorc_SelfRC_generate_question_by_answer/train-* - split: validation path: duorc_SelfRC_generate_question_by_answer/validation-* - split: test path: duorc_SelfRC_generate_question_by_answer/test-* - config_name: duorc_SelfRC_movie_director data_files: - split: train path: duorc_SelfRC_movie_director/train-* - split: validation path: duorc_SelfRC_movie_director/validation-* - split: test path: duorc_SelfRC_movie_director/test-* - config_name: duorc_SelfRC_question_answering data_files: - split: train path: duorc_SelfRC_question_answering/train-* - split: validation path: duorc_SelfRC_question_answering/validation-* - split: test path: duorc_SelfRC_question_answering/test-* - config_name: duorc_SelfRC_title_generation data_files: - split: train path: duorc_SelfRC_title_generation/train-* - split: validation path: duorc_SelfRC_title_generation/validation-* - split: test path: duorc_SelfRC_title_generation/test-* - config_name: gigaword_TLDR data_files: - split: train path: gigaword_TLDR/train-* - split: validation path: gigaword_TLDR/validation-* - split: test path: gigaword_TLDR/test-* - config_name: gigaword_first_sentence_title data_files: - split: train path: gigaword_first_sentence_title/train-* - split: validation path: gigaword_first_sentence_title/validation-* - split: test path: gigaword_first_sentence_title/test-* - config_name: gigaword_generate_summary_for_this data_files: - split: train path: gigaword_generate_summary_for_this/train-* - split: validation path: gigaword_generate_summary_for_this/validation-* - split: test path: gigaword_generate_summary_for_this/test-* - config_name: gigaword_in_a_nutshell data_files: - split: train path: gigaword_in_a_nutshell/train-* - split: validation path: gigaword_in_a_nutshell/validation-* - split: test path: gigaword_in_a_nutshell/test-* - config_name: gigaword_make_a_title data_files: - split: train path: gigaword_make_a_title/train-* - split: validation path: gigaword_make_a_title/validation-* - split: test path: gigaword_make_a_title/test-* - config_name: gigaword_reverse_writing data_files: - split: train path: gigaword_reverse_writing/train-* - split: validation path: gigaword_reverse_writing/validation-* - split: test path: gigaword_reverse_writing/test-* - config_name: gigaword_write_a_title_for_this_sentence data_files: - split: train path: gigaword_write_a_title_for_this_sentence/train-* - split: validation path: gigaword_write_a_title_for_this_sentence/validation-* - split: test path: gigaword_write_a_title_for_this_sentence/test-* - config_name: gigaword_write_an_article data_files: - split: train path: gigaword_write_an_article/train-* - split: validation path: gigaword_write_an_article/validation-* - split: test path: gigaword_write_an_article/test-* - config_name: gigaword_write_its_sentence data_files: - split: train path: gigaword_write_its_sentence/train-* - split: validation path: gigaword_write_its_sentence/validation-* - split: test path: gigaword_write_its_sentence/test-* - config_name: glue_mrpc_equivalent data_files: - split: train path: glue_mrpc_equivalent/train-* - split: validation path: glue_mrpc_equivalent/validation-* - split: test path: glue_mrpc_equivalent/test-* - config_name: glue_mrpc_generate_paraphrase data_files: - split: train path: glue_mrpc_generate_paraphrase/train-* - split: validation path: glue_mrpc_generate_paraphrase/validation-* - split: test path: glue_mrpc_generate_paraphrase/test-* - config_name: glue_mrpc_generate_sentence data_files: - split: train path: glue_mrpc_generate_sentence/train-* - split: validation path: glue_mrpc_generate_sentence/validation-* - split: test path: glue_mrpc_generate_sentence/test-* - config_name: glue_mrpc_paraphrase data_files: - split: train path: glue_mrpc_paraphrase/train-* - split: validation path: glue_mrpc_paraphrase/validation-* - split: test path: glue_mrpc_paraphrase/test-* - config_name: glue_mrpc_replace data_files: - split: train path: glue_mrpc_replace/train-* - split: validation path: glue_mrpc_replace/validation-* - split: test path: glue_mrpc_replace/test-* - config_name: glue_mrpc_same_thing data_files: - split: train path: glue_mrpc_same_thing/train-* - split: validation path: glue_mrpc_same_thing/validation-* - split: test path: glue_mrpc_same_thing/test-* - config_name: glue_mrpc_want_to_know data_files: - split: train path: glue_mrpc_want_to_know/train-* - split: validation path: glue_mrpc_want_to_know/validation-* - split: test path: glue_mrpc_want_to_know/test-* - config_name: glue_qqp_answer data_files: - split: train path: glue_qqp_answer/train-* - split: validation path: glue_qqp_answer/validation-* - split: test path: glue_qqp_answer/test-* - config_name: glue_qqp_duplicate data_files: - split: train path: glue_qqp_duplicate/train-* - split: validation path: glue_qqp_duplicate/validation-* - split: test path: glue_qqp_duplicate/test-* - config_name: glue_qqp_duplicate_or_not data_files: - split: train path: glue_qqp_duplicate_or_not/train-* - split: validation path: glue_qqp_duplicate_or_not/validation-* - split: test path: glue_qqp_duplicate_or_not/test-* - config_name: glue_qqp_meaning data_files: - split: train path: glue_qqp_meaning/train-* - split: validation path: glue_qqp_meaning/validation-* - split: test path: glue_qqp_meaning/test-* - config_name: glue_qqp_quora data_files: - split: train path: glue_qqp_quora/train-* - split: validation path: glue_qqp_quora/validation-* - split: test path: glue_qqp_quora/test-* - config_name: glue_qqp_same_thing data_files: - split: train path: glue_qqp_same_thing/train-* - split: validation path: glue_qqp_same_thing/validation-* - split: test path: glue_qqp_same_thing/test-* - config_name: hellaswag_Appropriate_continuation_Yes_or_No data_files: - split: train path: hellaswag_Appropriate_continuation_Yes_or_No/train-* - split: validation path: hellaswag_Appropriate_continuation_Yes_or_No/validation-* - split: test path: hellaswag_Appropriate_continuation_Yes_or_No/test-* - config_name: hellaswag_Open_ended_completion data_files: - split: train path: hellaswag_Open_ended_completion/train-* - split: validation path: hellaswag_Open_ended_completion/validation-* - split: test path: hellaswag_Open_ended_completion/test-* - config_name: hellaswag_Open_ended_start data_files: - split: train path: hellaswag_Open_ended_start/train-* - split: validation path: hellaswag_Open_ended_start/validation-* - split: test path: hellaswag_Open_ended_start/test-* - config_name: hellaswag_Predict_ending_with_hint data_files: - split: train path: hellaswag_Predict_ending_with_hint/train-* - split: validation path: hellaswag_Predict_ending_with_hint/validation-* - split: test path: hellaswag_Predict_ending_with_hint/test-* - config_name: hellaswag_Predict_ending_with_hint_score_eval data_files: - split: train path: hellaswag_Predict_ending_with_hint_score_eval/train-* - split: validation path: hellaswag_Predict_ending_with_hint_score_eval/validation-* - split: test path: hellaswag_Predict_ending_with_hint_score_eval/test-* - config_name: hellaswag_Randomized_prompts_template data_files: - split: train path: hellaswag_Randomized_prompts_template/train-* - split: validation path: hellaswag_Randomized_prompts_template/validation-* - split: test path: hellaswag_Randomized_prompts_template/test-* - config_name: hellaswag_Randomized_prompts_template_score_eval data_files: - split: train path: hellaswag_Randomized_prompts_template_score_eval/train-* - split: validation path: hellaswag_Randomized_prompts_template_score_eval/validation-* - split: test path: hellaswag_Randomized_prompts_template_score_eval/test-* - config_name: hellaswag_Reversed_appropriate_continuation_Yes_or_No data_files: - split: train path: hellaswag_Reversed_appropriate_continuation_Yes_or_No/train-* - split: validation path: hellaswag_Reversed_appropriate_continuation_Yes_or_No/validation-* - split: test path: hellaswag_Reversed_appropriate_continuation_Yes_or_No/test-* - config_name: hellaswag_Topic_of_the_context data_files: - split: train path: hellaswag_Topic_of_the_context/train-* - split: validation path: hellaswag_Topic_of_the_context/validation-* - split: test path: hellaswag_Topic_of_the_context/test-* - config_name: hellaswag_Topic_without_the_ending_answer data_files: - split: train path: hellaswag_Topic_without_the_ending_answer/train-* - split: validation path: hellaswag_Topic_without_the_ending_answer/validation-* - split: test path: hellaswag_Topic_without_the_ending_answer/test-* - config_name: hellaswag_complete_first_then data_files: - split: train path: hellaswag_complete_first_then/train-* - split: validation path: hellaswag_complete_first_then/validation-* - split: test path: hellaswag_complete_first_then/test-* - config_name: hellaswag_complete_first_then_score_eval data_files: - split: train path: hellaswag_complete_first_then_score_eval/train-* - split: validation path: hellaswag_complete_first_then_score_eval/validation-* - split: test path: hellaswag_complete_first_then_score_eval/test-* - config_name: hellaswag_how_ends data_files: - split: train path: hellaswag_how_ends/train-* - split: validation path: hellaswag_how_ends/validation-* - split: test path: hellaswag_how_ends/test-* - config_name: hellaswag_if_begins_how_continues data_files: - split: train path: hellaswag_if_begins_how_continues/train-* - split: validation path: hellaswag_if_begins_how_continues/validation-* - split: test path: hellaswag_if_begins_how_continues/test-* - config_name: hellaswag_if_begins_how_continues_score_eval data_files: - split: train path: hellaswag_if_begins_how_continues_score_eval/train-* - split: validation path: hellaswag_if_begins_how_continues_score_eval/validation-* - split: test path: hellaswag_if_begins_how_continues_score_eval/test-* - config_name: imdb_Movie_Expressed_Sentiment data_files: - split: train path: imdb_Movie_Expressed_Sentiment/train-* - split: test path: imdb_Movie_Expressed_Sentiment/test-* - split: unsupervised path: imdb_Movie_Expressed_Sentiment/unsupervised-* - config_name: imdb_Movie_Expressed_Sentiment_2 data_files: - split: train path: imdb_Movie_Expressed_Sentiment_2/train-* - split: test path: imdb_Movie_Expressed_Sentiment_2/test-* - split: unsupervised path: imdb_Movie_Expressed_Sentiment_2/unsupervised-* - config_name: imdb_Negation_template_for_positive_and_negative data_files: - split: train path: imdb_Negation_template_for_positive_and_negative/train-* - split: test path: imdb_Negation_template_for_positive_and_negative/test-* - split: unsupervised path: imdb_Negation_template_for_positive_and_negative/unsupervised-* - config_name: imdb_Reviewer_Enjoyment data_files: - split: train path: imdb_Reviewer_Enjoyment/train-* - split: test path: imdb_Reviewer_Enjoyment/test-* - split: unsupervised path: imdb_Reviewer_Enjoyment/unsupervised-* - config_name: imdb_Reviewer_Enjoyment_Yes_No data_files: - split: train path: imdb_Reviewer_Enjoyment_Yes_No/train-* - split: test path: imdb_Reviewer_Enjoyment_Yes_No/test-* - split: unsupervised path: imdb_Reviewer_Enjoyment_Yes_No/unsupervised-* - config_name: imdb_Reviewer_Expressed_Sentiment data_files: - split: train path: imdb_Reviewer_Expressed_Sentiment/train-* - split: test path: imdb_Reviewer_Expressed_Sentiment/test-* - split: unsupervised path: imdb_Reviewer_Expressed_Sentiment/unsupervised-* - config_name: imdb_Reviewer_Opinion_bad_good_choices data_files: - split: train path: imdb_Reviewer_Opinion_bad_good_choices/train-* - split: test path: imdb_Reviewer_Opinion_bad_good_choices/test-* - split: unsupervised path: imdb_Reviewer_Opinion_bad_good_choices/unsupervised-* - config_name: imdb_Reviewer_Sentiment_Feeling data_files: - split: train path: imdb_Reviewer_Sentiment_Feeling/train-* - split: test path: imdb_Reviewer_Sentiment_Feeling/test-* - split: unsupervised path: imdb_Reviewer_Sentiment_Feeling/unsupervised-* - config_name: imdb_Sentiment_with_choices_ data_files: - split: train path: imdb_Sentiment_with_choices_/train-* - split: test path: imdb_Sentiment_with_choices_/test-* - split: unsupervised path: imdb_Sentiment_with_choices_/unsupervised-* - config_name: imdb_Text_Expressed_Sentiment data_files: - split: train path: imdb_Text_Expressed_Sentiment/train-* - split: test path: imdb_Text_Expressed_Sentiment/test-* - split: unsupervised path: imdb_Text_Expressed_Sentiment/unsupervised-* - config_name: imdb_Writer_Expressed_Sentiment data_files: - split: train path: imdb_Writer_Expressed_Sentiment/train-* - split: test path: imdb_Writer_Expressed_Sentiment/test-* - split: unsupervised path: imdb_Writer_Expressed_Sentiment/unsupervised-* - config_name: kilt_tasks_hotpotqa_combining_facts data_files: - split: train path: kilt_tasks_hotpotqa_combining_facts/train-* - split: validation path: kilt_tasks_hotpotqa_combining_facts/validation-* - config_name: kilt_tasks_hotpotqa_complex_question data_files: - split: train path: kilt_tasks_hotpotqa_complex_question/train-* - split: validation path: kilt_tasks_hotpotqa_complex_question/validation-* - config_name: kilt_tasks_hotpotqa_final_exam data_files: - split: train path: kilt_tasks_hotpotqa_final_exam/train-* - split: validation path: kilt_tasks_hotpotqa_final_exam/validation-* - config_name: kilt_tasks_hotpotqa_formulate data_files: - split: train path: kilt_tasks_hotpotqa_formulate/train-* - split: validation path: kilt_tasks_hotpotqa_formulate/validation-* - config_name: kilt_tasks_hotpotqa_straighforward_qa data_files: - split: train path: kilt_tasks_hotpotqa_straighforward_qa/train-* - split: validation path: kilt_tasks_hotpotqa_straighforward_qa/validation-* - config_name: multi_news_distill data_files: - split: train path: multi_news_distill/train-* - split: validation path: multi_news_distill/validation-* - split: test path: multi_news_distill/test-* - config_name: multi_news_expand_reverse_task_ data_files: - split: train path: multi_news_expand_reverse_task_/train-* - split: validation path: multi_news_expand_reverse_task_/validation-* - split: test path: multi_news_expand_reverse_task_/test-* - config_name: multi_news_summarize data_files: - split: train path: multi_news_summarize/train-* - split: validation path: multi_news_summarize/validation-* - split: test path: multi_news_summarize/test-* - config_name: multi_news_summary_scenario data_files: - split: train path: multi_news_summary_scenario/train-* - split: validation path: multi_news_summary_scenario/validation-* - split: test path: multi_news_summary_scenario/test-* - config_name: multi_news_synthesize data_files: - split: train path: multi_news_synthesize/train-* - split: validation path: multi_news_synthesize/validation-* - split: test path: multi_news_synthesize/test-* - config_name: multi_news_what_are_the_key_points data_files: - split: train path: multi_news_what_are_the_key_points/train-* - split: validation path: multi_news_what_are_the_key_points/validation-* - split: test path: multi_news_what_are_the_key_points/test-* - config_name: openbookqa_main_choices data_files: - split: train path: openbookqa_main_choices/train-* - split: validation path: openbookqa_main_choices/validation-* - split: test path: openbookqa_main_choices/test-* - config_name: openbookqa_main_choose_an_answer_with_options data_files: - split: train path: openbookqa_main_choose_an_answer_with_options/train-* - split: validation path: openbookqa_main_choose_an_answer_with_options/validation-* - split: test path: openbookqa_main_choose_an_answer_with_options/test-* - config_name: openbookqa_main_only_options data_files: - split: train path: openbookqa_main_only_options/train-* - split: validation path: openbookqa_main_only_options/validation-* - split: test path: openbookqa_main_only_options/test-* - config_name: openbookqa_main_pick_answer_with_options data_files: - split: train path: openbookqa_main_pick_answer_with_options/train-* - split: validation path: openbookqa_main_pick_answer_with_options/validation-* - split: test path: openbookqa_main_pick_answer_with_options/test-* - config_name: openbookqa_main_pick_using_id data_files: - split: train path: openbookqa_main_pick_using_id/train-* - split: validation path: openbookqa_main_pick_using_id/validation-* - split: test path: openbookqa_main_pick_using_id/test-* - config_name: openbookqa_main_which_correct data_files: - split: train path: openbookqa_main_which_correct/train-* - split: validation path: openbookqa_main_which_correct/validation-* - split: test path: openbookqa_main_which_correct/test-* - config_name: openbookqa_main_which_correct_inverse data_files: - split: train path: openbookqa_main_which_correct_inverse/train-* - split: validation path: openbookqa_main_which_correct_inverse/validation-* - split: test path: openbookqa_main_which_correct_inverse/test-* - config_name: paws_labeled_final_Concatenation data_files: - split: train path: paws_labeled_final_Concatenation/train-* - split: validation path: paws_labeled_final_Concatenation/validation-* - split: test path: paws_labeled_final_Concatenation/test-* - config_name: paws_labeled_final_Concatenation_no_label data_files: - split: train path: paws_labeled_final_Concatenation_no_label/train-* - split: validation path: paws_labeled_final_Concatenation_no_label/validation-* - split: test path: paws_labeled_final_Concatenation_no_label/test-* - config_name: paws_labeled_final_Meaning data_files: - split: train path: paws_labeled_final_Meaning/train-* - split: validation path: paws_labeled_final_Meaning/validation-* - split: test path: paws_labeled_final_Meaning/test-* - config_name: paws_labeled_final_Meaning_no_label data_files: - split: train path: paws_labeled_final_Meaning_no_label/train-* - split: validation path: paws_labeled_final_Meaning_no_label/validation-* - split: test path: paws_labeled_final_Meaning_no_label/test-* - config_name: paws_labeled_final_PAWS_ANLI_GPT3 data_files: - split: train path: paws_labeled_final_PAWS_ANLI_GPT3/train-* - split: validation path: paws_labeled_final_PAWS_ANLI_GPT3/validation-* - split: test path: paws_labeled_final_PAWS_ANLI_GPT3/test-* - config_name: paws_labeled_final_PAWS_ANLI_GPT3_no_label data_files: - split: train path: paws_labeled_final_PAWS_ANLI_GPT3_no_label/train-* - split: validation path: paws_labeled_final_PAWS_ANLI_GPT3_no_label/validation-* - split: test path: paws_labeled_final_PAWS_ANLI_GPT3_no_label/test-* - config_name: paws_labeled_final_Rewrite data_files: - split: train path: paws_labeled_final_Rewrite/train-* - split: validation path: paws_labeled_final_Rewrite/validation-* - split: test path: paws_labeled_final_Rewrite/test-* - config_name: paws_labeled_final_Rewrite_no_label data_files: - split: train path: paws_labeled_final_Rewrite_no_label/train-* - split: validation path: paws_labeled_final_Rewrite_no_label/validation-* - split: test path: paws_labeled_final_Rewrite_no_label/test-* - config_name: paws_labeled_final_context_question data_files: - split: train path: paws_labeled_final_context_question/train-* - split: validation path: paws_labeled_final_context_question/validation-* - split: test path: paws_labeled_final_context_question/test-* - config_name: paws_labeled_final_context_question_no_label data_files: - split: train path: paws_labeled_final_context_question_no_label/train-* - split: validation path: paws_labeled_final_context_question_no_label/validation-* - split: test path: paws_labeled_final_context_question_no_label/test-* - config_name: paws_labeled_final_paraphrase_task data_files: - split: train path: paws_labeled_final_paraphrase_task/train-* - split: validation path: paws_labeled_final_paraphrase_task/validation-* - split: test path: paws_labeled_final_paraphrase_task/test-* - config_name: paws_labeled_final_task_description_no_label data_files: - split: train path: paws_labeled_final_task_description_no_label/train-* - split: validation path: paws_labeled_final_task_description_no_label/validation-* - split: test path: paws_labeled_final_task_description_no_label/test-* - config_name: piqa_Correct_the_solution data_files: - split: train path: piqa_Correct_the_solution/train-* - split: validation path: piqa_Correct_the_solution/validation-* - split: test path: piqa_Correct_the_solution/test-* - config_name: piqa_Correct_the_solution_if_false_from_sol_1 data_files: - split: train path: piqa_Correct_the_solution_if_false_from_sol_1/train-* - split: validation path: piqa_Correct_the_solution_if_false_from_sol_1/validation-* - split: test path: piqa_Correct_the_solution_if_false_from_sol_1/test-* - config_name: piqa_Correct_the_solution_if_false_from_sol_2 data_files: - split: train path: piqa_Correct_the_solution_if_false_from_sol_2/train-* - split: validation path: piqa_Correct_the_solution_if_false_from_sol_2/validation-* - split: test path: piqa_Correct_the_solution_if_false_from_sol_2/test-* - config_name: piqa_Does_this_solution_make_sense_sol1 data_files: - split: train path: piqa_Does_this_solution_make_sense_sol1/train-* - split: validation path: piqa_Does_this_solution_make_sense_sol1/validation-* - split: test path: piqa_Does_this_solution_make_sense_sol1/test-* - config_name: piqa_Does_this_solution_make_sense_sol2 data_files: - split: train path: piqa_Does_this_solution_make_sense_sol2/train-* - split: validation path: piqa_Does_this_solution_make_sense_sol2/validation-* - split: test path: piqa_Does_this_solution_make_sense_sol2/test-* - config_name: piqa_choose_the_most_appropriate_solution data_files: - split: train path: piqa_choose_the_most_appropriate_solution/train-* - split: validation path: piqa_choose_the_most_appropriate_solution/validation-* - split: test path: piqa_choose_the_most_appropriate_solution/test-* - config_name: piqa_finish_sentence_with_correct_choice data_files: - split: train path: piqa_finish_sentence_with_correct_choice/train-* - split: validation path: piqa_finish_sentence_with_correct_choice/validation-* - split: test path: piqa_finish_sentence_with_correct_choice/test-* - config_name: piqa_no_prompt_needed data_files: - split: train path: piqa_no_prompt_needed/train-* - split: validation path: piqa_no_prompt_needed/validation-* - split: test path: piqa_no_prompt_needed/test-* - config_name: piqa_pick_correct_choice_index data_files: - split: train path: piqa_pick_correct_choice_index/train-* - split: validation path: piqa_pick_correct_choice_index/validation-* - split: test path: piqa_pick_correct_choice_index/test-* - config_name: piqa_pick_correct_choice_with_choice_given_before_goal data_files: - split: train path: piqa_pick_correct_choice_with_choice_given_before_goal/train-* - split: validation path: piqa_pick_correct_choice_with_choice_given_before_goal/validation-* - split: test path: piqa_pick_correct_choice_with_choice_given_before_goal/test-* - config_name: piqa_what_is_the_correct_ending data_files: - split: train path: piqa_what_is_the_correct_ending/train-* - split: validation path: piqa_what_is_the_correct_ending/validation-* - split: test path: piqa_what_is_the_correct_ending/test-* - config_name: qasc_is_correct_1 data_files: - split: train path: qasc_is_correct_1/train-* - split: validation path: qasc_is_correct_1/validation-* - split: test path: qasc_is_correct_1/test-* - config_name: qasc_is_correct_2 data_files: - split: train path: qasc_is_correct_2/train-* - split: validation path: qasc_is_correct_2/validation-* - split: test path: qasc_is_correct_2/test-* - config_name: qasc_qa_with_combined_facts_1 data_files: - split: train path: qasc_qa_with_combined_facts_1/train-* - split: validation path: qasc_qa_with_combined_facts_1/validation-* - split: test path: qasc_qa_with_combined_facts_1/test-* - config_name: qasc_qa_with_separated_facts_1 data_files: - split: train path: qasc_qa_with_separated_facts_1/train-* - split: validation path: qasc_qa_with_separated_facts_1/validation-* - split: test path: qasc_qa_with_separated_facts_1/test-* - config_name: qasc_qa_with_separated_facts_2 data_files: - split: train path: qasc_qa_with_separated_facts_2/train-* - split: validation path: qasc_qa_with_separated_facts_2/validation-* - split: test path: qasc_qa_with_separated_facts_2/test-* - config_name: qasc_qa_with_separated_facts_3 data_files: - split: train path: qasc_qa_with_separated_facts_3/train-* - split: validation path: qasc_qa_with_separated_facts_3/validation-* - split: test path: qasc_qa_with_separated_facts_3/test-* - config_name: qasc_qa_with_separated_facts_4 data_files: - split: train path: qasc_qa_with_separated_facts_4/train-* - split: validation path: qasc_qa_with_separated_facts_4/validation-* - split: test path: qasc_qa_with_separated_facts_4/test-* - config_name: qasc_qa_with_separated_facts_5 data_files: - split: train path: qasc_qa_with_separated_facts_5/train-* - split: validation path: qasc_qa_with_separated_facts_5/validation-* - split: test path: qasc_qa_with_separated_facts_5/test-* - config_name: quail_context_description_question_answer_id data_files: - split: train path: quail_context_description_question_answer_id/train-* - split: validation path: quail_context_description_question_answer_id/validation-* - split: challenge path: quail_context_description_question_answer_id/challenge-* - config_name: quail_context_description_question_answer_text data_files: - split: train path: quail_context_description_question_answer_text/train-* - split: validation path: quail_context_description_question_answer_text/validation-* - split: challenge path: quail_context_description_question_answer_text/challenge-* - config_name: quail_context_description_question_text data_files: - split: train path: quail_context_description_question_text/train-* - split: validation path: quail_context_description_question_text/validation-* - split: challenge path: quail_context_description_question_text/challenge-* - config_name: quail_context_question_answer_description_id data_files: - split: train path: quail_context_question_answer_description_id/train-* - split: validation path: quail_context_question_answer_description_id/validation-* - split: challenge path: quail_context_question_answer_description_id/challenge-* - config_name: quail_context_question_answer_description_text data_files: - split: train path: quail_context_question_answer_description_text/train-* - split: validation path: quail_context_question_answer_description_text/validation-* - split: challenge path: quail_context_question_answer_description_text/challenge-* - config_name: quail_context_question_description_answer_id data_files: - split: train path: quail_context_question_description_answer_id/train-* - split: validation path: quail_context_question_description_answer_id/validation-* - split: challenge path: quail_context_question_description_answer_id/challenge-* - config_name: quail_context_question_description_answer_text data_files: - split: train path: quail_context_question_description_answer_text/train-* - split: validation path: quail_context_question_description_answer_text/validation-* - split: challenge path: quail_context_question_description_answer_text/challenge-* - config_name: quail_context_question_description_text data_files: - split: train path: quail_context_question_description_text/train-* - split: validation path: quail_context_question_description_text/validation-* - split: challenge path: quail_context_question_description_text/challenge-* - config_name: quail_description_context_question_answer_id data_files: - split: train path: quail_description_context_question_answer_id/train-* - split: validation path: quail_description_context_question_answer_id/validation-* - split: challenge path: quail_description_context_question_answer_id/challenge-* - config_name: quail_description_context_question_answer_text data_files: - split: train path: quail_description_context_question_answer_text/train-* - split: validation path: quail_description_context_question_answer_text/validation-* - split: challenge path: quail_description_context_question_answer_text/challenge-* - config_name: quail_description_context_question_text data_files: - split: train path: quail_description_context_question_text/train-* - split: validation path: quail_description_context_question_text/validation-* - split: challenge path: quail_description_context_question_text/challenge-* - config_name: quail_no_prompt_id data_files: - split: train path: quail_no_prompt_id/train-* - split: validation path: quail_no_prompt_id/validation-* - split: challenge path: quail_no_prompt_id/challenge-* - config_name: quail_no_prompt_text data_files: - split: train path: quail_no_prompt_text/train-* - split: validation path: quail_no_prompt_text/validation-* - split: challenge path: quail_no_prompt_text/challenge-* - config_name: quarel_choose_between data_files: - split: train path: quarel_choose_between/train-* - split: validation path: quarel_choose_between/validation-* - split: test path: quarel_choose_between/test-* - config_name: quarel_do_not_use data_files: - split: train path: quarel_do_not_use/train-* - split: validation path: quarel_do_not_use/validation-* - split: test path: quarel_do_not_use/test-* - config_name: quarel_heres_a_story data_files: - split: train path: quarel_heres_a_story/train-* - split: validation path: quarel_heres_a_story/validation-* - split: test path: quarel_heres_a_story/test-* - config_name: quarel_logic_test data_files: - split: train path: quarel_logic_test/train-* - split: validation path: quarel_logic_test/validation-* - split: test path: quarel_logic_test/test-* - config_name: quarel_testing_students data_files: - split: train path: quarel_testing_students/train-* - split: validation path: quarel_testing_students/validation-* - split: test path: quarel_testing_students/test-* - config_name: quartz_answer_question_based_on data_files: - split: train path: quartz_answer_question_based_on/train-* - split: validation path: quartz_answer_question_based_on/validation-* - split: test path: quartz_answer_question_based_on/test-* - config_name: quartz_answer_question_below data_files: - split: train path: quartz_answer_question_below/train-* - split: validation path: quartz_answer_question_below/validation-* - split: test path: quartz_answer_question_below/test-* - config_name: quartz_given_the_fact_answer_the_q data_files: - split: train path: quartz_given_the_fact_answer_the_q/train-* - split: validation path: quartz_given_the_fact_answer_the_q/validation-* - split: test path: quartz_given_the_fact_answer_the_q/test-* - config_name: quartz_having_read_above_passage data_files: - split: train path: quartz_having_read_above_passage/train-* - split: validation path: quartz_having_read_above_passage/validation-* - split: test path: quartz_having_read_above_passage/test-* - config_name: quartz_paragraph_question_plain_concat data_files: - split: train path: quartz_paragraph_question_plain_concat/train-* - split: validation path: quartz_paragraph_question_plain_concat/validation-* - split: test path: quartz_paragraph_question_plain_concat/test-* - config_name: quartz_read_passage_below_choose data_files: - split: train path: quartz_read_passage_below_choose/train-* - split: validation path: quartz_read_passage_below_choose/validation-* - split: test path: quartz_read_passage_below_choose/test-* - config_name: quartz_use_info_from_paragraph_question data_files: - split: train path: quartz_use_info_from_paragraph_question/train-* - split: validation path: quartz_use_info_from_paragraph_question/validation-* - split: test path: quartz_use_info_from_paragraph_question/test-* - config_name: quartz_use_info_from_question_paragraph data_files: - split: train path: quartz_use_info_from_question_paragraph/train-* - split: validation path: quartz_use_info_from_question_paragraph/validation-* - split: test path: quartz_use_info_from_question_paragraph/test-* - config_name: quoref_Answer_Friend_Question data_files: - split: train path: quoref_Answer_Friend_Question/train-* - split: validation path: quoref_Answer_Friend_Question/validation-* - config_name: quoref_Answer_Question_Given_Context data_files: - split: train path: quoref_Answer_Question_Given_Context/train-* - split: validation path: quoref_Answer_Question_Given_Context/validation-* - config_name: quoref_Answer_Test data_files: - split: train path: quoref_Answer_Test/train-* - split: validation path: quoref_Answer_Test/validation-* - config_name: quoref_Context_Contains_Answer data_files: - split: train path: quoref_Context_Contains_Answer/train-* - split: validation path: quoref_Context_Contains_Answer/validation-* - config_name: quoref_Find_Answer data_files: - split: train path: quoref_Find_Answer/train-* - split: validation path: quoref_Find_Answer/validation-* - config_name: quoref_Found_Context_Online data_files: - split: train path: quoref_Found_Context_Online/train-* - split: validation path: quoref_Found_Context_Online/validation-* - config_name: quoref_Given_Context_Answer_Question data_files: - split: train path: quoref_Given_Context_Answer_Question/train-* - split: validation path: quoref_Given_Context_Answer_Question/validation-* - config_name: quoref_Guess_Answer data_files: - split: train path: quoref_Guess_Answer/train-* - split: validation path: quoref_Guess_Answer/validation-* - config_name: quoref_Guess_Title_For_Context data_files: - split: train path: quoref_Guess_Title_For_Context/train-* - split: validation path: quoref_Guess_Title_For_Context/validation-* - config_name: quoref_Read_And_Extract_ data_files: - split: train path: quoref_Read_And_Extract_/train-* - split: validation path: quoref_Read_And_Extract_/validation-* - config_name: quoref_What_Is_The_Answer data_files: - split: train path: quoref_What_Is_The_Answer/train-* - split: validation path: quoref_What_Is_The_Answer/validation-* - config_name: race_high_Is_this_the_right_answer data_files: - split: train path: race_high_Is_this_the_right_answer/train-* - split: validation path: race_high_Is_this_the_right_answer/validation-* - split: test path: race_high_Is_this_the_right_answer/test-* - config_name: race_high_Read_the_article_and_answer_the_question_no_option_ data_files: - split: train path: race_high_Read_the_article_and_answer_the_question_no_option_/train-* - split: validation path: race_high_Read_the_article_and_answer_the_question_no_option_/validation-* - split: test path: race_high_Read_the_article_and_answer_the_question_no_option_/test-* - config_name: race_high_Select_the_best_answer data_files: - split: train path: race_high_Select_the_best_answer/train-* - split: validation path: race_high_Select_the_best_answer/validation-* - split: test path: race_high_Select_the_best_answer/test-* - config_name: race_high_Select_the_best_answer_generate_span_ data_files: - split: train path: race_high_Select_the_best_answer_generate_span_/train-* - split: validation path: race_high_Select_the_best_answer_generate_span_/validation-* - split: test path: race_high_Select_the_best_answer_generate_span_/test-* - config_name: race_high_Select_the_best_answer_no_instructions_ data_files: - split: train path: race_high_Select_the_best_answer_no_instructions_/train-* - split: validation path: race_high_Select_the_best_answer_no_instructions_/validation-* - split: test path: race_high_Select_the_best_answer_no_instructions_/test-* - config_name: race_high_Taking_a_test data_files: - split: train path: race_high_Taking_a_test/train-* - split: validation path: race_high_Taking_a_test/validation-* - split: test path: race_high_Taking_a_test/test-* - config_name: race_high_Write_a_multi_choice_question_for_the_following_article data_files: - split: train path: race_high_Write_a_multi_choice_question_for_the_following_article/train-* - split: validation path: race_high_Write_a_multi_choice_question_for_the_following_article/validation-* - split: test path: race_high_Write_a_multi_choice_question_for_the_following_article/test-* - config_name: race_high_Write_a_multi_choice_question_options_given_ data_files: - split: train path: race_high_Write_a_multi_choice_question_options_given_/train-* - split: validation path: race_high_Write_a_multi_choice_question_options_given_/validation-* - split: test path: race_high_Write_a_multi_choice_question_options_given_/test-* - config_name: race_middle_Is_this_the_right_answer data_files: - split: train path: race_middle_Is_this_the_right_answer/train-* - split: validation path: race_middle_Is_this_the_right_answer/validation-* - split: test path: race_middle_Is_this_the_right_answer/test-* - config_name: race_middle_Read_the_article_and_answer_the_question_no_option_ data_files: - split: train path: race_middle_Read_the_article_and_answer_the_question_no_option_/train-* - split: validation path: race_middle_Read_the_article_and_answer_the_question_no_option_/validation-* - split: test path: race_middle_Read_the_article_and_answer_the_question_no_option_/test-* - config_name: race_middle_Select_the_best_answer data_files: - split: train path: race_middle_Select_the_best_answer/train-* - split: validation path: race_middle_Select_the_best_answer/validation-* - split: test path: race_middle_Select_the_best_answer/test-* - config_name: race_middle_Select_the_best_answer_generate_span_ data_files: - split: train path: race_middle_Select_the_best_answer_generate_span_/train-* - split: validation path: race_middle_Select_the_best_answer_generate_span_/validation-* - split: test path: race_middle_Select_the_best_answer_generate_span_/test-* - config_name: race_middle_Select_the_best_answer_no_instructions_ data_files: - split: train path: race_middle_Select_the_best_answer_no_instructions_/train-* - split: validation path: race_middle_Select_the_best_answer_no_instructions_/validation-* - split: test path: race_middle_Select_the_best_answer_no_instructions_/test-* - config_name: race_middle_Taking_a_test data_files: - split: train path: race_middle_Taking_a_test/train-* - split: validation path: race_middle_Taking_a_test/validation-* - split: test path: race_middle_Taking_a_test/test-* - config_name: race_middle_Write_a_multi_choice_question_for_the_following_article data_files: - split: train path: race_middle_Write_a_multi_choice_question_for_the_following_article/train-* - split: validation path: race_middle_Write_a_multi_choice_question_for_the_following_article/validation-* - split: test path: race_middle_Write_a_multi_choice_question_for_the_following_article/test-* - config_name: race_middle_Write_a_multi_choice_question_options_given_ data_files: - split: train path: race_middle_Write_a_multi_choice_question_options_given_/train-* - split: validation path: race_middle_Write_a_multi_choice_question_options_given_/validation-* - split: test path: race_middle_Write_a_multi_choice_question_options_given_/test-* - config_name: ropes_background_new_situation_answer data_files: - split: train path: ropes_background_new_situation_answer/train-* - split: validation path: ropes_background_new_situation_answer/validation-* - config_name: ropes_background_situation_middle data_files: - split: train path: ropes_background_situation_middle/train-* - split: validation path: ropes_background_situation_middle/validation-* - config_name: ropes_given_background_situation data_files: - split: train path: ropes_given_background_situation/train-* - split: validation path: ropes_given_background_situation/validation-* - config_name: ropes_new_situation_background_answer data_files: - split: train path: ropes_new_situation_background_answer/train-* - split: validation path: ropes_new_situation_background_answer/validation-* - config_name: ropes_plain_background_situation data_files: - split: train path: ropes_plain_background_situation/train-* - split: validation path: ropes_plain_background_situation/validation-* - config_name: ropes_plain_bottom_hint data_files: - split: train path: ropes_plain_bottom_hint/train-* - split: validation path: ropes_plain_bottom_hint/validation-* - config_name: ropes_plain_no_background data_files: - split: train path: ropes_plain_no_background/train-* - split: validation path: ropes_plain_no_background/validation-* - config_name: ropes_prompt_beginning data_files: - split: train path: ropes_prompt_beginning/train-* - split: validation path: ropes_prompt_beginning/validation-* - config_name: ropes_prompt_bottom_hint_beginning data_files: - split: train path: ropes_prompt_bottom_hint_beginning/train-* - split: validation path: ropes_prompt_bottom_hint_beginning/validation-* - config_name: ropes_prompt_bottom_no_hint data_files: - split: train path: ropes_prompt_bottom_no_hint/train-* - split: validation path: ropes_prompt_bottom_no_hint/validation-* - config_name: ropes_prompt_mix data_files: - split: train path: ropes_prompt_mix/train-* - split: validation path: ropes_prompt_mix/validation-* - config_name: ropes_read_background_situation data_files: - split: train path: ropes_read_background_situation/train-* - split: validation path: ropes_read_background_situation/validation-* - config_name: rotten_tomatoes_Movie_Expressed_Sentiment data_files: - split: train path: rotten_tomatoes_Movie_Expressed_Sentiment/train-* - split: validation path: rotten_tomatoes_Movie_Expressed_Sentiment/validation-* - split: test path: rotten_tomatoes_Movie_Expressed_Sentiment/test-* - config_name: rotten_tomatoes_Movie_Expressed_Sentiment_2 data_files: - split: train path: rotten_tomatoes_Movie_Expressed_Sentiment_2/train-* - split: validation path: rotten_tomatoes_Movie_Expressed_Sentiment_2/validation-* - split: test path: rotten_tomatoes_Movie_Expressed_Sentiment_2/test-* - config_name: rotten_tomatoes_Reviewer_Enjoyment data_files: - split: train path: rotten_tomatoes_Reviewer_Enjoyment/train-* - split: validation path: rotten_tomatoes_Reviewer_Enjoyment/validation-* - split: test path: rotten_tomatoes_Reviewer_Enjoyment/test-* - config_name: rotten_tomatoes_Reviewer_Enjoyment_Yes_No data_files: - split: train path: rotten_tomatoes_Reviewer_Enjoyment_Yes_No/train-* - split: validation path: rotten_tomatoes_Reviewer_Enjoyment_Yes_No/validation-* - split: test path: rotten_tomatoes_Reviewer_Enjoyment_Yes_No/test-* - config_name: rotten_tomatoes_Reviewer_Expressed_Sentiment data_files: - split: train path: rotten_tomatoes_Reviewer_Expressed_Sentiment/train-* - split: validation path: rotten_tomatoes_Reviewer_Expressed_Sentiment/validation-* - split: test path: rotten_tomatoes_Reviewer_Expressed_Sentiment/test-* - config_name: rotten_tomatoes_Reviewer_Opinion_bad_good_choices data_files: - split: train path: rotten_tomatoes_Reviewer_Opinion_bad_good_choices/train-* - split: validation path: rotten_tomatoes_Reviewer_Opinion_bad_good_choices/validation-* - split: test path: rotten_tomatoes_Reviewer_Opinion_bad_good_choices/test-* - config_name: rotten_tomatoes_Reviewer_Sentiment_Feeling data_files: - split: train path: rotten_tomatoes_Reviewer_Sentiment_Feeling/train-* - split: validation path: rotten_tomatoes_Reviewer_Sentiment_Feeling/validation-* - split: test path: rotten_tomatoes_Reviewer_Sentiment_Feeling/test-* - config_name: rotten_tomatoes_Sentiment_with_choices_ data_files: - split: train path: rotten_tomatoes_Sentiment_with_choices_/train-* - split: validation path: rotten_tomatoes_Sentiment_with_choices_/validation-* - split: test path: rotten_tomatoes_Sentiment_with_choices_/test-* - config_name: rotten_tomatoes_Text_Expressed_Sentiment data_files: - split: train path: rotten_tomatoes_Text_Expressed_Sentiment/train-* - split: validation path: rotten_tomatoes_Text_Expressed_Sentiment/validation-* - split: test path: rotten_tomatoes_Text_Expressed_Sentiment/test-* - config_name: rotten_tomatoes_Writer_Expressed_Sentiment data_files: - split: train path: rotten_tomatoes_Writer_Expressed_Sentiment/train-* - split: validation path: rotten_tomatoes_Writer_Expressed_Sentiment/validation-* - split: test path: rotten_tomatoes_Writer_Expressed_Sentiment/test-* - config_name: samsum_Generate_a_summary_for_this_dialogue data_files: - split: train path: samsum_Generate_a_summary_for_this_dialogue/train-* - split: validation path: samsum_Generate_a_summary_for_this_dialogue/validation-* - split: test path: samsum_Generate_a_summary_for_this_dialogue/test-* - config_name: samsum_Given_the_above_dialogue_write_a_summary data_files: - split: train path: samsum_Given_the_above_dialogue_write_a_summary/train-* - split: validation path: samsum_Given_the_above_dialogue_write_a_summary/validation-* - split: test path: samsum_Given_the_above_dialogue_write_a_summary/test-* - config_name: samsum_Sum_up_the_following_dialogue data_files: - split: train path: samsum_Sum_up_the_following_dialogue/train-* - split: validation path: samsum_Sum_up_the_following_dialogue/validation-* - split: test path: samsum_Sum_up_the_following_dialogue/test-* - config_name: samsum_Summarize_ data_files: - split: train path: samsum_Summarize_/train-* - split: validation path: samsum_Summarize_/validation-* - split: test path: samsum_Summarize_/test-* - config_name: samsum_Summarize_this_dialogue_ data_files: - split: train path: samsum_Summarize_this_dialogue_/train-* - split: validation path: samsum_Summarize_this_dialogue_/validation-* - split: test path: samsum_Summarize_this_dialogue_/test-* - config_name: samsum_To_sum_up_this_dialog data_files: - split: train path: samsum_To_sum_up_this_dialog/train-* - split: validation path: samsum_To_sum_up_this_dialog/validation-* - split: test path: samsum_To_sum_up_this_dialog/test-* - config_name: samsum_Write_a_dialogue_that_match_this_summary data_files: - split: train path: samsum_Write_a_dialogue_that_match_this_summary/train-* - split: validation path: samsum_Write_a_dialogue_that_match_this_summary/validation-* - split: test path: samsum_Write_a_dialogue_that_match_this_summary/test-* - config_name: sciq_Direct_Question data_files: - split: train path: sciq_Direct_Question/train-* - split: validation path: sciq_Direct_Question/validation-* - split: test path: sciq_Direct_Question/test-* - config_name: sciq_Direct_Question_Closed_Book_ data_files: - split: train path: sciq_Direct_Question_Closed_Book_/train-* - split: validation path: sciq_Direct_Question_Closed_Book_/validation-* - split: test path: sciq_Direct_Question_Closed_Book_/test-* - config_name: sciq_Multiple_Choice data_files: - split: train path: sciq_Multiple_Choice/train-* - split: validation path: sciq_Multiple_Choice/validation-* - split: test path: sciq_Multiple_Choice/test-* - config_name: sciq_Multiple_Choice_Closed_Book_ data_files: - split: train path: sciq_Multiple_Choice_Closed_Book_/train-* - split: validation path: sciq_Multiple_Choice_Closed_Book_/validation-* - split: test path: sciq_Multiple_Choice_Closed_Book_/test-* - config_name: sciq_Multiple_Choice_Question_First data_files: - split: train path: sciq_Multiple_Choice_Question_First/train-* - split: validation path: sciq_Multiple_Choice_Question_First/validation-* - split: test path: sciq_Multiple_Choice_Question_First/test-* - config_name: social_i_qa_Check_if_a_random_answer_is_valid_or_not data_files: - split: train path: social_i_qa_Check_if_a_random_answer_is_valid_or_not/train-* - split: validation path: social_i_qa_Check_if_a_random_answer_is_valid_or_not/validation-* - config_name: social_i_qa_Generate_answer data_files: - split: train path: social_i_qa_Generate_answer/train-* - split: validation path: social_i_qa_Generate_answer/validation-* - config_name: social_i_qa_Generate_the_question_from_the_answer data_files: - split: train path: social_i_qa_Generate_the_question_from_the_answer/train-* - split: validation path: social_i_qa_Generate_the_question_from_the_answer/validation-* - config_name: social_i_qa_I_was_wondering data_files: - split: train path: social_i_qa_I_was_wondering/train-* - split: validation path: social_i_qa_I_was_wondering/validation-* - config_name: social_i_qa_Show_choices_and_generate_answer data_files: - split: train path: social_i_qa_Show_choices_and_generate_answer/train-* - split: validation path: social_i_qa_Show_choices_and_generate_answer/validation-* - config_name: social_i_qa_Show_choices_and_generate_index data_files: - split: train path: social_i_qa_Show_choices_and_generate_index/train-* - split: validation path: social_i_qa_Show_choices_and_generate_index/validation-* - config_name: squad_v2_Jeopardy_with_Context data_files: - split: train path: squad_v2_Jeopardy_with_Context/train-* - split: validation path: squad_v2_Jeopardy_with_Context/validation-* - config_name: squad_v2_Jeopardy_without_Context data_files: - split: train path: squad_v2_Jeopardy_without_Context/train-* - split: validation path: squad_v2_Jeopardy_without_Context/validation-* - config_name: squad_v2_Questions_with_Context data_files: - split: train path: squad_v2_Questions_with_Context/train-* - split: validation path: squad_v2_Questions_with_Context/validation-* - config_name: squad_v2_Questions_with_Context_Without_Prompt_Keywords data_files: - split: train path: squad_v2_Questions_with_Context_Without_Prompt_Keywords/train-* - split: validation path: squad_v2_Questions_with_Context_Without_Prompt_Keywords/validation-* - config_name: squad_v2_Questions_with_Context_Without_Prompt_Keywords_unanswerable data_files: - split: train path: squad_v2_Questions_with_Context_Without_Prompt_Keywords_unanswerable/train-* - split: validation path: squad_v2_Questions_with_Context_Without_Prompt_Keywords_unanswerable/validation-* - config_name: squad_v2_Questions_with_Context_unanswerable data_files: - split: train path: squad_v2_Questions_with_Context_unanswerable/train-* - split: validation path: squad_v2_Questions_with_Context_unanswerable/validation-* - config_name: squad_v2_Topic_Prediction_Context data_files: - split: train path: squad_v2_Topic_Prediction_Context/train-* - split: validation path: squad_v2_Topic_Prediction_Context/validation-* - config_name: squad_v2_Topic_Prediction_Context_with_randomized_prompt_options data_files: - split: train path: squad_v2_Topic_Prediction_Context_with_randomized_prompt_options/train-* - split: validation path: squad_v2_Topic_Prediction_Context_with_randomized_prompt_options/validation-* - config_name: squad_v2_Topic_Prediction_Context_with_randomized_prompt_options_placed_in_the_end data_files: - split: train path: squad_v2_Topic_Prediction_Context_with_randomized_prompt_options_placed_in_the_end/train-* - split: validation path: squad_v2_Topic_Prediction_Context_with_randomized_prompt_options_placed_in_the_end/validation-* - config_name: squad_v2_Topic_Prediction_Question_and_Answer_Pair data_files: - split: train path: squad_v2_Topic_Prediction_Question_and_Answer_Pair/train-* - split: validation path: squad_v2_Topic_Prediction_Question_and_Answer_Pair/validation-* - config_name: squad_v2_Trivia data_files: - split: train path: squad_v2_Trivia/train-* - split: validation path: squad_v2_Trivia/validation-* - config_name: squad_v2_Unanwerable_question data_files: - split: train path: squad_v2_Unanwerable_question/train-* - split: validation path: squad_v2_Unanwerable_question/validation-* - config_name: super_glue_boolq_GPT_3_Style data_files: - split: train path: super_glue_boolq_GPT_3_Style/train-* - split: validation path: super_glue_boolq_GPT_3_Style/validation-* - split: test path: super_glue_boolq_GPT_3_Style/test-* - config_name: super_glue_boolq_I_wonder_ data_files: - split: train path: super_glue_boolq_I_wonder_/train-* - split: validation path: super_glue_boolq_I_wonder_/validation-* - split: test path: super_glue_boolq_I_wonder_/test-* - config_name: super_glue_boolq_after_reading data_files: - split: train path: super_glue_boolq_after_reading/train-* - split: validation path: super_glue_boolq_after_reading/validation-* - split: test path: super_glue_boolq_after_reading/test-* - config_name: super_glue_boolq_based_on_the_following_passage data_files: - split: train path: super_glue_boolq_based_on_the_following_passage/train-* - split: validation path: super_glue_boolq_based_on_the_following_passage/validation-* - split: test path: super_glue_boolq_based_on_the_following_passage/test-* - config_name: super_glue_boolq_based_on_the_previous_passage data_files: - split: train path: super_glue_boolq_based_on_the_previous_passage/train-* - split: validation path: super_glue_boolq_based_on_the_previous_passage/validation-* - split: test path: super_glue_boolq_based_on_the_previous_passage/test-* - config_name: super_glue_boolq_could_you_tell_me_ data_files: - split: train path: super_glue_boolq_could_you_tell_me_/train-* - split: validation path: super_glue_boolq_could_you_tell_me_/validation-* - split: test path: super_glue_boolq_could_you_tell_me_/test-* - config_name: super_glue_boolq_exam data_files: - split: train path: super_glue_boolq_exam/train-* - split: validation path: super_glue_boolq_exam/validation-* - split: test path: super_glue_boolq_exam/test-* - config_name: super_glue_boolq_exercise data_files: - split: train path: super_glue_boolq_exercise/train-* - split: validation path: super_glue_boolq_exercise/validation-* - split: test path: super_glue_boolq_exercise/test-* - config_name: super_glue_boolq_valid_binary data_files: - split: train path: super_glue_boolq_valid_binary/train-* - split: validation path: super_glue_boolq_valid_binary/validation-* - split: test path: super_glue_boolq_valid_binary/test-* - config_name: super_glue_boolq_yes_no_question data_files: - split: train path: super_glue_boolq_yes_no_question/train-* - split: validation path: super_glue_boolq_yes_no_question/validation-* - split: test path: super_glue_boolq_yes_no_question/test-* - config_name: super_glue_cb_GPT_3_style data_files: - split: train path: super_glue_cb_GPT_3_style/train-* - split: validation path: super_glue_cb_GPT_3_style/validation-* - split: test path: super_glue_cb_GPT_3_style/test-* - config_name: super_glue_cb_GPT_3_style_score_eval data_files: - split: train path: super_glue_cb_GPT_3_style_score_eval/train-* - split: validation path: super_glue_cb_GPT_3_style_score_eval/validation-* - split: test path: super_glue_cb_GPT_3_style_score_eval/test-* - config_name: super_glue_cb_MNLI_crowdsource data_files: - split: train path: super_glue_cb_MNLI_crowdsource/train-* - split: validation path: super_glue_cb_MNLI_crowdsource/validation-* - split: test path: super_glue_cb_MNLI_crowdsource/test-* - config_name: super_glue_cb_MNLI_crowdsource_score_eval data_files: - split: train path: super_glue_cb_MNLI_crowdsource_score_eval/train-* - split: validation path: super_glue_cb_MNLI_crowdsource_score_eval/validation-* - split: test path: super_glue_cb_MNLI_crowdsource_score_eval/test-* - config_name: super_glue_cb_always_sometimes_never data_files: - split: train path: super_glue_cb_always_sometimes_never/train-* - split: validation path: super_glue_cb_always_sometimes_never/validation-* - split: test path: super_glue_cb_always_sometimes_never/test-* - config_name: super_glue_cb_always_sometimes_never_score_eval data_files: - split: train path: super_glue_cb_always_sometimes_never_score_eval/train-* - split: validation path: super_glue_cb_always_sometimes_never_score_eval/validation-* - split: test path: super_glue_cb_always_sometimes_never_score_eval/test-* - config_name: super_glue_cb_based_on_the_previous_passage data_files: - split: train path: super_glue_cb_based_on_the_previous_passage/train-* - split: validation path: super_glue_cb_based_on_the_previous_passage/validation-* - split: test path: super_glue_cb_based_on_the_previous_passage/test-* - config_name: super_glue_cb_based_on_the_previous_passage_score_eval data_files: - split: train path: super_glue_cb_based_on_the_previous_passage_score_eval/train-* - split: validation path: super_glue_cb_based_on_the_previous_passage_score_eval/validation-* - split: test path: super_glue_cb_based_on_the_previous_passage_score_eval/test-* - config_name: super_glue_cb_can_we_infer data_files: - split: train path: super_glue_cb_can_we_infer/train-* - split: validation path: super_glue_cb_can_we_infer/validation-* - split: test path: super_glue_cb_can_we_infer/test-* - config_name: super_glue_cb_can_we_infer_score_eval data_files: - split: train path: super_glue_cb_can_we_infer_score_eval/train-* - split: validation path: super_glue_cb_can_we_infer_score_eval/validation-* - split: test path: super_glue_cb_can_we_infer_score_eval/test-* - config_name: super_glue_cb_claim_true_false_inconclusive data_files: - split: train path: super_glue_cb_claim_true_false_inconclusive/train-* - split: validation path: super_glue_cb_claim_true_false_inconclusive/validation-* - split: test path: super_glue_cb_claim_true_false_inconclusive/test-* - config_name: super_glue_cb_claim_true_false_inconclusive_score_eval data_files: - split: train path: super_glue_cb_claim_true_false_inconclusive_score_eval/train-* - split: validation path: super_glue_cb_claim_true_false_inconclusive_score_eval/validation-* - split: test path: super_glue_cb_claim_true_false_inconclusive_score_eval/test-* - config_name: super_glue_cb_consider_always_sometimes_never data_files: - split: train path: super_glue_cb_consider_always_sometimes_never/train-* - split: validation path: super_glue_cb_consider_always_sometimes_never/validation-* - split: test path: super_glue_cb_consider_always_sometimes_never/test-* - config_name: super_glue_cb_consider_always_sometimes_never_score_eval data_files: - split: train path: super_glue_cb_consider_always_sometimes_never_score_eval/train-* - split: validation path: super_glue_cb_consider_always_sometimes_never_score_eval/validation-* - split: test path: super_glue_cb_consider_always_sometimes_never_score_eval/test-* - config_name: super_glue_cb_does_it_follow_that data_files: - split: train path: super_glue_cb_does_it_follow_that/train-* - split: validation path: super_glue_cb_does_it_follow_that/validation-* - split: test path: super_glue_cb_does_it_follow_that/test-* - config_name: super_glue_cb_does_it_follow_that_score_eval data_files: - split: train path: super_glue_cb_does_it_follow_that_score_eval/train-* - split: validation path: super_glue_cb_does_it_follow_that_score_eval/validation-* - split: test path: super_glue_cb_does_it_follow_that_score_eval/test-* - config_name: super_glue_cb_does_this_imply data_files: - split: train path: super_glue_cb_does_this_imply/train-* - split: validation path: super_glue_cb_does_this_imply/validation-* - split: test path: super_glue_cb_does_this_imply/test-* - config_name: super_glue_cb_does_this_imply_score_eval data_files: - split: train path: super_glue_cb_does_this_imply_score_eval/train-* - split: validation path: super_glue_cb_does_this_imply_score_eval/validation-* - split: test path: super_glue_cb_does_this_imply_score_eval/test-* - config_name: super_glue_cb_guaranteed_possible_impossible data_files: - split: train path: super_glue_cb_guaranteed_possible_impossible/train-* - split: validation path: super_glue_cb_guaranteed_possible_impossible/validation-* - split: test path: super_glue_cb_guaranteed_possible_impossible/test-* - config_name: super_glue_cb_guaranteed_possible_impossible_score_eval data_files: - split: train path: super_glue_cb_guaranteed_possible_impossible_score_eval/train-* - split: validation path: super_glue_cb_guaranteed_possible_impossible_score_eval/validation-* - split: test path: super_glue_cb_guaranteed_possible_impossible_score_eval/test-* - config_name: super_glue_cb_guaranteed_true data_files: - split: train path: super_glue_cb_guaranteed_true/train-* - split: validation path: super_glue_cb_guaranteed_true/validation-* - split: test path: super_glue_cb_guaranteed_true/test-* - config_name: super_glue_cb_guaranteed_true_score_eval data_files: - split: train path: super_glue_cb_guaranteed_true_score_eval/train-* - split: validation path: super_glue_cb_guaranteed_true_score_eval/validation-* - split: test path: super_glue_cb_guaranteed_true_score_eval/test-* - config_name: super_glue_cb_justified_in_saying data_files: - split: train path: super_glue_cb_justified_in_saying/train-* - split: validation path: super_glue_cb_justified_in_saying/validation-* - split: test path: super_glue_cb_justified_in_saying/test-* - config_name: super_glue_cb_justified_in_saying_score_eval data_files: - split: train path: super_glue_cb_justified_in_saying_score_eval/train-* - split: validation path: super_glue_cb_justified_in_saying_score_eval/validation-* - split: test path: super_glue_cb_justified_in_saying_score_eval/test-* - config_name: super_glue_cb_must_be_true data_files: - split: train path: super_glue_cb_must_be_true/train-* - split: validation path: super_glue_cb_must_be_true/validation-* - split: test path: super_glue_cb_must_be_true/test-* - config_name: super_glue_cb_must_be_true_score_eval data_files: - split: train path: super_glue_cb_must_be_true_score_eval/train-* - split: validation path: super_glue_cb_must_be_true_score_eval/validation-* - split: test path: super_glue_cb_must_be_true_score_eval/test-* - config_name: super_glue_cb_should_assume data_files: - split: train path: super_glue_cb_should_assume/train-* - split: validation path: super_glue_cb_should_assume/validation-* - split: test path: super_glue_cb_should_assume/test-* - config_name: super_glue_cb_should_assume_score_eval data_files: - split: train path: super_glue_cb_should_assume_score_eval/train-* - split: validation path: super_glue_cb_should_assume_score_eval/validation-* - split: test path: super_glue_cb_should_assume_score_eval/test-* - config_name: super_glue_cb_take_the_following_as_truth data_files: - split: train path: super_glue_cb_take_the_following_as_truth/train-* - split: validation path: super_glue_cb_take_the_following_as_truth/validation-* - split: test path: super_glue_cb_take_the_following_as_truth/test-* - config_name: super_glue_cb_take_the_following_as_truth_score_eval data_files: - split: train path: super_glue_cb_take_the_following_as_truth_score_eval/train-* - split: validation path: super_glue_cb_take_the_following_as_truth_score_eval/validation-* - split: test path: super_glue_cb_take_the_following_as_truth_score_eval/test-* - config_name: super_glue_copa_C1_or_C2_premise_so_because_ data_files: - split: train path: super_glue_copa_C1_or_C2_premise_so_because_/train-* - split: validation path: super_glue_copa_C1_or_C2_premise_so_because_/validation-* - split: test path: super_glue_copa_C1_or_C2_premise_so_because_/test-* - config_name: super_glue_copa_C1_or_C2_premise_so_because__score_eval data_files: - split: train path: super_glue_copa_C1_or_C2_premise_so_because__score_eval/train-* - split: validation path: super_glue_copa_C1_or_C2_premise_so_because__score_eval/validation-* - split: test path: super_glue_copa_C1_or_C2_premise_so_because__score_eval/test-* - config_name: super_glue_copa__As_a_result_C1_or_C2_ data_files: - split: train path: super_glue_copa__As_a_result_C1_or_C2_/train-* - split: validation path: super_glue_copa__As_a_result_C1_or_C2_/validation-* - split: test path: super_glue_copa__As_a_result_C1_or_C2_/test-* - config_name: super_glue_copa__As_a_result_C1_or_C2__score_eval data_files: - split: train path: super_glue_copa__As_a_result_C1_or_C2__score_eval/train-* - split: validation path: super_glue_copa__As_a_result_C1_or_C2__score_eval/validation-* - split: test path: super_glue_copa__As_a_result_C1_or_C2__score_eval/test-* - config_name: super_glue_copa__What_could_happen_next_C1_or_C2_ data_files: - split: train path: super_glue_copa__What_could_happen_next_C1_or_C2_/train-* - split: validation path: super_glue_copa__What_could_happen_next_C1_or_C2_/validation-* - split: test path: super_glue_copa__What_could_happen_next_C1_or_C2_/test-* - config_name: super_glue_copa__What_could_happen_next_C1_or_C2__score_eval data_files: - split: train path: super_glue_copa__What_could_happen_next_C1_or_C2__score_eval/train-* - split: validation path: super_glue_copa__What_could_happen_next_C1_or_C2__score_eval/validation-* - split: test path: super_glue_copa__What_could_happen_next_C1_or_C2__score_eval/test-* - config_name: super_glue_copa__which_may_be_caused_by data_files: - split: train path: super_glue_copa__which_may_be_caused_by/train-* - split: validation path: super_glue_copa__which_may_be_caused_by/validation-* - split: test path: super_glue_copa__which_may_be_caused_by/test-* - config_name: super_glue_copa__which_may_be_caused_by_score_eval data_files: - split: train path: super_glue_copa__which_may_be_caused_by_score_eval/train-* - split: validation path: super_glue_copa__which_may_be_caused_by_score_eval/validation-* - split: test path: super_glue_copa__which_may_be_caused_by_score_eval/test-* - config_name: super_glue_copa__why_C1_or_C2 data_files: - split: train path: super_glue_copa__why_C1_or_C2/train-* - split: validation path: super_glue_copa__why_C1_or_C2/validation-* - split: test path: super_glue_copa__why_C1_or_C2/test-* - config_name: super_glue_copa__why_C1_or_C2_score_eval data_files: - split: train path: super_glue_copa__why_C1_or_C2_score_eval/train-* - split: validation path: super_glue_copa__why_C1_or_C2_score_eval/validation-* - split: test path: super_glue_copa__why_C1_or_C2_score_eval/test-* - config_name: super_glue_copa_best_option data_files: - split: train path: super_glue_copa_best_option/train-* - split: validation path: super_glue_copa_best_option/validation-* - split: test path: super_glue_copa_best_option/test-* - config_name: super_glue_copa_best_option_score_eval data_files: - split: train path: super_glue_copa_best_option_score_eval/train-* - split: validation path: super_glue_copa_best_option_score_eval/validation-* - split: test path: super_glue_copa_best_option_score_eval/test-* - config_name: super_glue_copa_cause_effect data_files: - split: train path: super_glue_copa_cause_effect/train-* - split: validation path: super_glue_copa_cause_effect/validation-* - split: test path: super_glue_copa_cause_effect/test-* - config_name: super_glue_copa_cause_effect_score_eval data_files: - split: train path: super_glue_copa_cause_effect_score_eval/train-* - split: validation path: super_glue_copa_cause_effect_score_eval/validation-* - split: test path: super_glue_copa_cause_effect_score_eval/test-* - config_name: super_glue_copa_choose data_files: - split: train path: super_glue_copa_choose/train-* - split: validation path: super_glue_copa_choose/validation-* - split: test path: super_glue_copa_choose/test-* - config_name: super_glue_copa_choose_score_eval data_files: - split: train path: super_glue_copa_choose_score_eval/train-* - split: validation path: super_glue_copa_choose_score_eval/validation-* - split: test path: super_glue_copa_choose_score_eval/test-* - config_name: super_glue_copa_exercise data_files: - split: train path: super_glue_copa_exercise/train-* - split: validation path: super_glue_copa_exercise/validation-* - split: test path: super_glue_copa_exercise/test-* - config_name: super_glue_copa_exercise_score_eval data_files: - split: train path: super_glue_copa_exercise_score_eval/train-* - split: validation path: super_glue_copa_exercise_score_eval/validation-* - split: test path: super_glue_copa_exercise_score_eval/test-* - config_name: super_glue_copa_i_am_hesitating data_files: - split: train path: super_glue_copa_i_am_hesitating/train-* - split: validation path: super_glue_copa_i_am_hesitating/validation-* - split: test path: super_glue_copa_i_am_hesitating/test-* - config_name: super_glue_copa_i_am_hesitating_score_eval data_files: - split: train path: super_glue_copa_i_am_hesitating_score_eval/train-* - split: validation path: super_glue_copa_i_am_hesitating_score_eval/validation-* - split: test path: super_glue_copa_i_am_hesitating_score_eval/test-* - config_name: super_glue_copa_more_likely data_files: - split: train path: super_glue_copa_more_likely/train-* - split: validation path: super_glue_copa_more_likely/validation-* - split: test path: super_glue_copa_more_likely/test-* - config_name: super_glue_copa_more_likely_score_eval data_files: - split: train path: super_glue_copa_more_likely_score_eval/train-* - split: validation path: super_glue_copa_more_likely_score_eval/validation-* - split: test path: super_glue_copa_more_likely_score_eval/test-* - config_name: super_glue_copa_plausible_alternatives data_files: - split: train path: super_glue_copa_plausible_alternatives/train-* - split: validation path: super_glue_copa_plausible_alternatives/validation-* - split: test path: super_glue_copa_plausible_alternatives/test-* - config_name: super_glue_copa_plausible_alternatives_score_eval data_files: - split: train path: super_glue_copa_plausible_alternatives_score_eval/train-* - split: validation path: super_glue_copa_plausible_alternatives_score_eval/validation-* - split: test path: super_glue_copa_plausible_alternatives_score_eval/test-* - config_name: super_glue_multirc_I_was_going_to_say_ data_files: - split: train path: super_glue_multirc_I_was_going_to_say_/train-* - split: validation path: super_glue_multirc_I_was_going_to_say_/validation-* - split: test path: super_glue_multirc_I_was_going_to_say_/test-* - config_name: super_glue_multirc_Would_it_be_good_to_answer_ data_files: - split: train path: super_glue_multirc_Would_it_be_good_to_answer_/train-* - split: validation path: super_glue_multirc_Would_it_be_good_to_answer_/validation-* - split: test path: super_glue_multirc_Would_it_be_good_to_answer_/test-* - config_name: super_glue_multirc_confirm data_files: - split: train path: super_glue_multirc_confirm/train-* - split: validation path: super_glue_multirc_confirm/validation-* - split: test path: super_glue_multirc_confirm/test-* - config_name: super_glue_multirc_correct data_files: - split: train path: super_glue_multirc_correct/train-* - split: validation path: super_glue_multirc_correct/validation-* - split: test path: super_glue_multirc_correct/test-* - config_name: super_glue_multirc_decide_valid data_files: - split: train path: super_glue_multirc_decide_valid/train-* - split: validation path: super_glue_multirc_decide_valid/validation-* - split: test path: super_glue_multirc_decide_valid/test-* - config_name: super_glue_multirc_found_this_answer data_files: - split: train path: super_glue_multirc_found_this_answer/train-* - split: validation path: super_glue_multirc_found_this_answer/validation-* - split: test path: super_glue_multirc_found_this_answer/test-* - config_name: super_glue_multirc_grading data_files: - split: train path: super_glue_multirc_grading/train-* - split: validation path: super_glue_multirc_grading/validation-* - split: test path: super_glue_multirc_grading/test-* - config_name: super_glue_multirc_is_a_correct_answer_ data_files: - split: train path: super_glue_multirc_is_a_correct_answer_/train-* - split: validation path: super_glue_multirc_is_a_correct_answer_/validation-* - split: test path: super_glue_multirc_is_a_correct_answer_/test-* - config_name: super_glue_multirc_is_the_correct_answer_ data_files: - split: train path: super_glue_multirc_is_the_correct_answer_/train-* - split: validation path: super_glue_multirc_is_the_correct_answer_/validation-* - split: test path: super_glue_multirc_is_the_correct_answer_/test-* - config_name: super_glue_multirc_paragraph_question_is_it_ data_files: - split: train path: super_glue_multirc_paragraph_question_is_it_/train-* - split: validation path: super_glue_multirc_paragraph_question_is_it_/validation-* - split: test path: super_glue_multirc_paragraph_question_is_it_/test-* - config_name: super_glue_record_Add_sentence_after_after_continuation_choices_ data_files: - split: train path: super_glue_record_Add_sentence_after_after_continuation_choices_/train-* - split: validation path: super_glue_record_Add_sentence_after_after_continuation_choices_/validation-* - split: test path: super_glue_record_Add_sentence_after_after_continuation_choices_/test-* - config_name: super_glue_record_Add_sentence_after_continuation_choices_ data_files: - split: train path: super_glue_record_Add_sentence_after_continuation_choices_/train-* - split: validation path: super_glue_record_Add_sentence_after_continuation_choices_/validation-* - split: test path: super_glue_record_Add_sentence_after_continuation_choices_/test-* - config_name: super_glue_record_Can_you_figure_out_ data_files: - split: train path: super_glue_record_Can_you_figure_out_/train-* - split: validation path: super_glue_record_Can_you_figure_out_/validation-* - split: test path: super_glue_record_Can_you_figure_out_/test-* - config_name: super_glue_record_GPT_3_style_continuation_choices_ data_files: - split: train path: super_glue_record_GPT_3_style_continuation_choices_/train-* - split: validation path: super_glue_record_GPT_3_style_continuation_choices_/validation-* - split: test path: super_glue_record_GPT_3_style_continuation_choices_/test-* - config_name: super_glue_record_GPT_3_style_summary_only_continuation_choices_ data_files: - split: train path: super_glue_record_GPT_3_style_summary_only_continuation_choices_/train-* - split: validation path: super_glue_record_GPT_3_style_summary_only_continuation_choices_/validation-* - split: test path: super_glue_record_GPT_3_style_summary_only_continuation_choices_/test-* - config_name: super_glue_record_GPT_3_style_with_labels_continuation_choices_ data_files: - split: train path: super_glue_record_GPT_3_style_with_labels_continuation_choices_/train-* - split: validation path: super_glue_record_GPT_3_style_with_labels_continuation_choices_/validation-* - split: test path: super_glue_record_GPT_3_style_with_labels_continuation_choices_/test-* - config_name: super_glue_record_GPT_3_style_with_labels_without_hyphens_continuation_choices_ data_files: - split: train path: super_glue_record_GPT_3_style_with_labels_without_hyphens_continuation_choices_/train-* - split: validation path: super_glue_record_GPT_3_style_with_labels_without_hyphens_continuation_choices_/validation-* - split: test path: super_glue_record_GPT_3_style_with_labels_without_hyphens_continuation_choices_/test-* - config_name: super_glue_record_GPT_3_style_without_hyphens_continuation_choices_ data_files: - split: train path: super_glue_record_GPT_3_style_without_hyphens_continuation_choices_/train-* - split: validation path: super_glue_record_GPT_3_style_without_hyphens_continuation_choices_/validation-* - split: test path: super_glue_record_GPT_3_style_without_hyphens_continuation_choices_/test-* - config_name: super_glue_record_In_the_question_above_the_placeholder_stands_for data_files: - split: train path: super_glue_record_In_the_question_above_the_placeholder_stands_for/train-* - split: validation path: super_glue_record_In_the_question_above_the_placeholder_stands_for/validation-* - split: test path: super_glue_record_In_the_question_above_the_placeholder_stands_for/test-* - config_name: super_glue_record_New_highlight_continuation_choices_ data_files: - split: train path: super_glue_record_New_highlight_continuation_choices_/train-* - split: validation path: super_glue_record_New_highlight_continuation_choices_/validation-* - split: test path: super_glue_record_New_highlight_continuation_choices_/test-* - config_name: super_glue_record_News_article_continuation_choices_ data_files: - split: train path: super_glue_record_News_article_continuation_choices_/train-* - split: validation path: super_glue_record_News_article_continuation_choices_/validation-* - split: test path: super_glue_record_News_article_continuation_choices_/test-* - config_name: super_glue_record_Summary_first_continuation_choices_ data_files: - split: train path: super_glue_record_Summary_first_continuation_choices_/train-* - split: validation path: super_glue_record_Summary_first_continuation_choices_/validation-* - split: test path: super_glue_record_Summary_first_continuation_choices_/test-* - config_name: super_glue_record_What_could_the_placeholder_be_ data_files: - split: train path: super_glue_record_What_could_the_placeholder_be_/train-* - split: validation path: super_glue_record_What_could_the_placeholder_be_/validation-* - split: test path: super_glue_record_What_could_the_placeholder_be_/test-* - config_name: super_glue_record_Which_one_is_the_placeholder_ data_files: - split: train path: super_glue_record_Which_one_is_the_placeholder_/train-* - split: validation path: super_glue_record_Which_one_is_the_placeholder_/validation-* - split: test path: super_glue_record_Which_one_is_the_placeholder_/test-* - config_name: super_glue_record_choose_between data_files: - split: train path: super_glue_record_choose_between/train-* - split: validation path: super_glue_record_choose_between/validation-* - split: test path: super_glue_record_choose_between/test-* - config_name: super_glue_record_corrupted data_files: - split: train path: super_glue_record_corrupted/train-* - split: validation path: super_glue_record_corrupted/validation-* - split: test path: super_glue_record_corrupted/test-* - config_name: super_glue_record_exercise data_files: - split: train path: super_glue_record_exercise/train-* - split: validation path: super_glue_record_exercise/validation-* - split: test path: super_glue_record_exercise/test-* - config_name: super_glue_record_pick_one_option data_files: - split: train path: super_glue_record_pick_one_option/train-* - split: validation path: super_glue_record_pick_one_option/validation-* - split: test path: super_glue_record_pick_one_option/test-* - config_name: super_glue_record_the_placeholder_refers_to_ data_files: - split: train path: super_glue_record_the_placeholder_refers_to_/train-* - split: validation path: super_glue_record_the_placeholder_refers_to_/validation-* - split: test path: super_glue_record_the_placeholder_refers_to_/test-* - config_name: super_glue_record_trying_to_decide data_files: - split: train path: super_glue_record_trying_to_decide/train-* - split: validation path: super_glue_record_trying_to_decide/validation-* - split: test path: super_glue_record_trying_to_decide/test-* - config_name: super_glue_rte_GPT_3_style data_files: - split: train path: super_glue_rte_GPT_3_style/train-* - split: validation path: super_glue_rte_GPT_3_style/validation-* - split: test path: super_glue_rte_GPT_3_style/test-* - config_name: super_glue_rte_GPT_3_style_score_eval data_files: - split: train path: super_glue_rte_GPT_3_style_score_eval/train-* - split: validation path: super_glue_rte_GPT_3_style_score_eval/validation-* - split: test path: super_glue_rte_GPT_3_style_score_eval/test-* - config_name: super_glue_rte_MNLI_crowdsource data_files: - split: train path: super_glue_rte_MNLI_crowdsource/train-* - split: validation path: super_glue_rte_MNLI_crowdsource/validation-* - split: test path: super_glue_rte_MNLI_crowdsource/test-* - config_name: super_glue_rte_MNLI_crowdsource_score_eval data_files: - split: train path: super_glue_rte_MNLI_crowdsource_score_eval/train-* - split: validation path: super_glue_rte_MNLI_crowdsource_score_eval/validation-* - split: test path: super_glue_rte_MNLI_crowdsource_score_eval/test-* - config_name: super_glue_rte_based_on_the_previous_passage data_files: - split: train path: super_glue_rte_based_on_the_previous_passage/train-* - split: validation path: super_glue_rte_based_on_the_previous_passage/validation-* - split: test path: super_glue_rte_based_on_the_previous_passage/test-* - config_name: super_glue_rte_based_on_the_previous_passage_score_eval data_files: - split: train path: super_glue_rte_based_on_the_previous_passage_score_eval/train-* - split: validation path: super_glue_rte_based_on_the_previous_passage_score_eval/validation-* - split: test path: super_glue_rte_based_on_the_previous_passage_score_eval/test-* - config_name: super_glue_rte_can_we_infer data_files: - split: train path: super_glue_rte_can_we_infer/train-* - split: validation path: super_glue_rte_can_we_infer/validation-* - split: test path: super_glue_rte_can_we_infer/test-* - config_name: super_glue_rte_can_we_infer_score_eval data_files: - split: train path: super_glue_rte_can_we_infer_score_eval/train-* - split: validation path: super_glue_rte_can_we_infer_score_eval/validation-* - split: test path: super_glue_rte_can_we_infer_score_eval/test-* - config_name: super_glue_rte_does_it_follow_that data_files: - split: train path: super_glue_rte_does_it_follow_that/train-* - split: validation path: super_glue_rte_does_it_follow_that/validation-* - split: test path: super_glue_rte_does_it_follow_that/test-* - config_name: super_glue_rte_does_it_follow_that_score_eval data_files: - split: train path: super_glue_rte_does_it_follow_that_score_eval/train-* - split: validation path: super_glue_rte_does_it_follow_that_score_eval/validation-* - split: test path: super_glue_rte_does_it_follow_that_score_eval/test-* - config_name: super_glue_rte_does_this_imply data_files: - split: train path: super_glue_rte_does_this_imply/train-* - split: validation path: super_glue_rte_does_this_imply/validation-* - split: test path: super_glue_rte_does_this_imply/test-* - config_name: super_glue_rte_does_this_imply_score_eval data_files: - split: train path: super_glue_rte_does_this_imply_score_eval/train-* - split: validation path: super_glue_rte_does_this_imply_score_eval/validation-* - split: test path: super_glue_rte_does_this_imply_score_eval/test-* - config_name: super_glue_rte_guaranteed_true data_files: - split: train path: super_glue_rte_guaranteed_true/train-* - split: validation path: super_glue_rte_guaranteed_true/validation-* - split: test path: super_glue_rte_guaranteed_true/test-* - config_name: super_glue_rte_guaranteed_true_score_eval data_files: - split: train path: super_glue_rte_guaranteed_true_score_eval/train-* - split: validation path: super_glue_rte_guaranteed_true_score_eval/validation-* - split: test path: super_glue_rte_guaranteed_true_score_eval/test-* - config_name: super_glue_rte_justified_in_saying data_files: - split: train path: super_glue_rte_justified_in_saying/train-* - split: validation path: super_glue_rte_justified_in_saying/validation-* - split: test path: super_glue_rte_justified_in_saying/test-* - config_name: super_glue_rte_justified_in_saying_score_eval data_files: - split: train path: super_glue_rte_justified_in_saying_score_eval/train-* - split: validation path: super_glue_rte_justified_in_saying_score_eval/validation-* - split: test path: super_glue_rte_justified_in_saying_score_eval/test-* - config_name: super_glue_rte_must_be_true data_files: - split: train path: super_glue_rte_must_be_true/train-* - split: validation path: super_glue_rte_must_be_true/validation-* - split: test path: super_glue_rte_must_be_true/test-* - config_name: super_glue_rte_must_be_true_score_eval data_files: - split: train path: super_glue_rte_must_be_true_score_eval/train-* - split: validation path: super_glue_rte_must_be_true_score_eval/validation-* - split: test path: super_glue_rte_must_be_true_score_eval/test-* - config_name: super_glue_rte_should_assume data_files: - split: train path: super_glue_rte_should_assume/train-* - split: validation path: super_glue_rte_should_assume/validation-* - split: test path: super_glue_rte_should_assume/test-* - config_name: super_glue_rte_should_assume_score_eval data_files: - split: train path: super_glue_rte_should_assume_score_eval/train-* - split: validation path: super_glue_rte_should_assume_score_eval/validation-* - split: test path: super_glue_rte_should_assume_score_eval/test-* - config_name: super_glue_wic_GPT_3_prompt data_files: - split: train path: super_glue_wic_GPT_3_prompt/train-* - split: validation path: super_glue_wic_GPT_3_prompt/validation-* - split: test path: super_glue_wic_GPT_3_prompt/test-* - config_name: super_glue_wic_GPT_3_prompt_score_eval data_files: - split: train path: super_glue_wic_GPT_3_prompt_score_eval/train-* - split: validation path: super_glue_wic_GPT_3_prompt_score_eval/validation-* - split: test path: super_glue_wic_GPT_3_prompt_score_eval/test-* - config_name: super_glue_wic_GPT_3_prompt_with_label data_files: - split: train path: super_glue_wic_GPT_3_prompt_with_label/train-* - split: validation path: super_glue_wic_GPT_3_prompt_with_label/validation-* - split: test path: super_glue_wic_GPT_3_prompt_with_label/test-* - config_name: super_glue_wic_GPT_3_prompt_with_label_score_eval data_files: - split: train path: super_glue_wic_GPT_3_prompt_with_label_score_eval/train-* - split: validation path: super_glue_wic_GPT_3_prompt_with_label_score_eval/validation-* - split: test path: super_glue_wic_GPT_3_prompt_with_label_score_eval/test-* - config_name: super_glue_wic_affirmation_true_or_false data_files: - split: train path: super_glue_wic_affirmation_true_or_false/train-* - split: validation path: super_glue_wic_affirmation_true_or_false/validation-* - split: test path: super_glue_wic_affirmation_true_or_false/test-* - config_name: super_glue_wic_affirmation_true_or_false_score_eval data_files: - split: train path: super_glue_wic_affirmation_true_or_false_score_eval/train-* - split: validation path: super_glue_wic_affirmation_true_or_false_score_eval/validation-* - split: test path: super_glue_wic_affirmation_true_or_false_score_eval/test-* - config_name: super_glue_wic_grammar_homework data_files: - split: train path: super_glue_wic_grammar_homework/train-* - split: validation path: super_glue_wic_grammar_homework/validation-* - split: test path: super_glue_wic_grammar_homework/test-* - config_name: super_glue_wic_grammar_homework_score_eval data_files: - split: train path: super_glue_wic_grammar_homework_score_eval/train-* - split: validation path: super_glue_wic_grammar_homework_score_eval/validation-* - split: test path: super_glue_wic_grammar_homework_score_eval/test-* - config_name: super_glue_wic_polysemous data_files: - split: train path: super_glue_wic_polysemous/train-* - split: validation path: super_glue_wic_polysemous/validation-* - split: test path: super_glue_wic_polysemous/test-* - config_name: super_glue_wic_polysemous_score_eval data_files: - split: train path: super_glue_wic_polysemous_score_eval/train-* - split: validation path: super_glue_wic_polysemous_score_eval/validation-* - split: test path: super_glue_wic_polysemous_score_eval/test-* - config_name: super_glue_wic_question_context data_files: - split: train path: super_glue_wic_question_context/train-* - split: validation path: super_glue_wic_question_context/validation-* - split: test path: super_glue_wic_question_context/test-* - config_name: super_glue_wic_question_context_meaning data_files: - split: train path: super_glue_wic_question_context_meaning/train-* - split: validation path: super_glue_wic_question_context_meaning/validation-* - split: test path: super_glue_wic_question_context_meaning/test-* - config_name: super_glue_wic_question_context_meaning_score_eval data_files: - split: train path: super_glue_wic_question_context_meaning_score_eval/train-* - split: validation path: super_glue_wic_question_context_meaning_score_eval/validation-* - split: test path: super_glue_wic_question_context_meaning_score_eval/test-* - config_name: super_glue_wic_question_context_meaning_with_label data_files: - split: train path: super_glue_wic_question_context_meaning_with_label/train-* - split: validation path: super_glue_wic_question_context_meaning_with_label/validation-* - split: test path: super_glue_wic_question_context_meaning_with_label/test-* - config_name: super_glue_wic_question_context_meaning_with_label_score_eval data_files: - split: train path: super_glue_wic_question_context_meaning_with_label_score_eval/train-* - split: validation path: super_glue_wic_question_context_meaning_with_label_score_eval/validation-* - split: test path: super_glue_wic_question_context_meaning_with_label_score_eval/test-* - config_name: super_glue_wic_question_context_score_eval data_files: - split: train path: super_glue_wic_question_context_score_eval/train-* - split: validation path: super_glue_wic_question_context_score_eval/validation-* - split: test path: super_glue_wic_question_context_score_eval/test-* - config_name: super_glue_wic_same_sense data_files: - split: train path: super_glue_wic_same_sense/train-* - split: validation path: super_glue_wic_same_sense/validation-* - split: test path: super_glue_wic_same_sense/test-* - config_name: super_glue_wic_same_sense_score_eval data_files: - split: train path: super_glue_wic_same_sense_score_eval/train-* - split: validation path: super_glue_wic_same_sense_score_eval/validation-* - split: test path: super_glue_wic_same_sense_score_eval/test-* - config_name: super_glue_wic_similar_sense data_files: - split: train path: super_glue_wic_similar_sense/train-* - split: validation path: super_glue_wic_similar_sense/validation-* - split: test path: super_glue_wic_similar_sense/test-* - config_name: super_glue_wic_similar_sense_score_eval data_files: - split: train path: super_glue_wic_similar_sense_score_eval/train-* - split: validation path: super_glue_wic_similar_sense_score_eval/validation-* - split: test path: super_glue_wic_similar_sense_score_eval/test-* - config_name: super_glue_wsc.fixed_GPT_3_Style data_files: - split: train path: super_glue_wsc.fixed_GPT_3_Style/train-* - split: validation path: super_glue_wsc.fixed_GPT_3_Style/validation-* - split: test path: super_glue_wsc.fixed_GPT_3_Style/test-* - config_name: super_glue_wsc.fixed_GPT_3_Style_score_eval data_files: - split: train path: super_glue_wsc.fixed_GPT_3_Style_score_eval/train-* - split: validation path: super_glue_wsc.fixed_GPT_3_Style_score_eval/validation-* - split: test path: super_glue_wsc.fixed_GPT_3_Style_score_eval/test-* - config_name: super_glue_wsc.fixed_I_think_they_mean data_files: - split: train path: super_glue_wsc.fixed_I_think_they_mean/train-* - split: validation path: super_glue_wsc.fixed_I_think_they_mean/validation-* - split: test path: super_glue_wsc.fixed_I_think_they_mean/test-* - config_name: super_glue_wsc.fixed_I_think_they_mean_score_eval data_files: - split: train path: super_glue_wsc.fixed_I_think_they_mean_score_eval/train-* - split: validation path: super_glue_wsc.fixed_I_think_they_mean_score_eval/validation-* - split: test path: super_glue_wsc.fixed_I_think_they_mean_score_eval/test-* - config_name: super_glue_wsc.fixed_Who_or_what_is_are data_files: - split: train path: super_glue_wsc.fixed_Who_or_what_is_are/train-* - split: validation path: super_glue_wsc.fixed_Who_or_what_is_are/validation-* - split: test path: super_glue_wsc.fixed_Who_or_what_is_are/test-* - config_name: super_glue_wsc.fixed_Who_or_what_is_are_score_eval data_files: - split: train path: super_glue_wsc.fixed_Who_or_what_is_are_score_eval/train-* - split: validation path: super_glue_wsc.fixed_Who_or_what_is_are_score_eval/validation-* - split: test path: super_glue_wsc.fixed_Who_or_what_is_are_score_eval/test-* - config_name: super_glue_wsc.fixed_by_p_they_mean data_files: - split: train path: super_glue_wsc.fixed_by_p_they_mean/train-* - split: validation path: super_glue_wsc.fixed_by_p_they_mean/validation-* - split: test path: super_glue_wsc.fixed_by_p_they_mean/test-* - config_name: super_glue_wsc.fixed_by_p_they_mean_score_eval data_files: - split: train path: super_glue_wsc.fixed_by_p_they_mean_score_eval/train-* - split: validation path: super_glue_wsc.fixed_by_p_they_mean_score_eval/validation-* - split: test path: super_glue_wsc.fixed_by_p_they_mean_score_eval/test-* - config_name: super_glue_wsc.fixed_does_p_stand_for data_files: - split: train path: super_glue_wsc.fixed_does_p_stand_for/train-* - split: validation path: super_glue_wsc.fixed_does_p_stand_for/validation-* - split: test path: super_glue_wsc.fixed_does_p_stand_for/test-* - config_name: super_glue_wsc.fixed_does_p_stand_for_score_eval data_files: - split: train path: super_glue_wsc.fixed_does_p_stand_for_score_eval/train-* - split: validation path: super_glue_wsc.fixed_does_p_stand_for_score_eval/validation-* - split: test path: super_glue_wsc.fixed_does_p_stand_for_score_eval/test-* - config_name: super_glue_wsc.fixed_does_the_pronoun_refer_to data_files: - split: train path: super_glue_wsc.fixed_does_the_pronoun_refer_to/train-* - split: validation path: super_glue_wsc.fixed_does_the_pronoun_refer_to/validation-* - split: test path: super_glue_wsc.fixed_does_the_pronoun_refer_to/test-* - config_name: super_glue_wsc.fixed_does_the_pronoun_refer_to_score_eval data_files: - split: train path: super_glue_wsc.fixed_does_the_pronoun_refer_to_score_eval/train-* - split: validation path: super_glue_wsc.fixed_does_the_pronoun_refer_to_score_eval/validation-* - split: test path: super_glue_wsc.fixed_does_the_pronoun_refer_to_score_eval/test-* - config_name: super_glue_wsc.fixed_in_other_words data_files: - split: train path: super_glue_wsc.fixed_in_other_words/train-* - split: validation path: super_glue_wsc.fixed_in_other_words/validation-* - split: test path: super_glue_wsc.fixed_in_other_words/test-* - config_name: super_glue_wsc.fixed_in_other_words_score_eval data_files: - split: train path: super_glue_wsc.fixed_in_other_words_score_eval/train-* - split: validation path: super_glue_wsc.fixed_in_other_words_score_eval/validation-* - split: test path: super_glue_wsc.fixed_in_other_words_score_eval/test-* - config_name: super_glue_wsc.fixed_p_is_are_r data_files: - split: train path: super_glue_wsc.fixed_p_is_are_r/train-* - split: validation path: super_glue_wsc.fixed_p_is_are_r/validation-* - split: test path: super_glue_wsc.fixed_p_is_are_r/test-* - config_name: super_glue_wsc.fixed_p_is_are_r_score_eval data_files: - split: train path: super_glue_wsc.fixed_p_is_are_r_score_eval/train-* - split: validation path: super_glue_wsc.fixed_p_is_are_r_score_eval/validation-* - split: test path: super_glue_wsc.fixed_p_is_are_r_score_eval/test-* - config_name: super_glue_wsc.fixed_replaced_with data_files: - split: train path: super_glue_wsc.fixed_replaced_with/train-* - split: validation path: super_glue_wsc.fixed_replaced_with/validation-* - split: test path: super_glue_wsc.fixed_replaced_with/test-* - config_name: super_glue_wsc.fixed_replaced_with_score_eval data_files: - split: train path: super_glue_wsc.fixed_replaced_with_score_eval/train-* - split: validation path: super_glue_wsc.fixed_replaced_with_score_eval/validation-* - split: test path: super_glue_wsc.fixed_replaced_with_score_eval/test-* - config_name: super_glue_wsc.fixed_the_pronoun_refers_to data_files: - split: train path: super_glue_wsc.fixed_the_pronoun_refers_to/train-* - split: validation path: super_glue_wsc.fixed_the_pronoun_refers_to/validation-* - split: test path: super_glue_wsc.fixed_the_pronoun_refers_to/test-* - config_name: super_glue_wsc.fixed_the_pronoun_refers_to_score_eval data_files: - split: train path: super_glue_wsc.fixed_the_pronoun_refers_to_score_eval/train-* - split: validation path: super_glue_wsc.fixed_the_pronoun_refers_to_score_eval/validation-* - split: test path: super_glue_wsc.fixed_the_pronoun_refers_to_score_eval/test-* - config_name: trec_fine_grained_ABBR data_files: - split: train path: trec_fine_grained_ABBR/train-* - split: test path: trec_fine_grained_ABBR/test-* - config_name: trec_fine_grained_ABBR_context_first data_files: - split: train path: trec_fine_grained_ABBR_context_first/train-* - split: test path: trec_fine_grained_ABBR_context_first/test-* - config_name: trec_fine_grained_DESC data_files: - split: train path: trec_fine_grained_DESC/train-* - split: test path: trec_fine_grained_DESC/test-* - config_name: trec_fine_grained_DESC_context_first data_files: - split: train path: trec_fine_grained_DESC_context_first/train-* - split: test path: trec_fine_grained_DESC_context_first/test-* - config_name: trec_fine_grained_ENTY data_files: - split: train path: trec_fine_grained_ENTY/train-* - split: test path: trec_fine_grained_ENTY/test-* - config_name: trec_fine_grained_HUM data_files: - split: train path: trec_fine_grained_HUM/train-* - split: test path: trec_fine_grained_HUM/test-* - config_name: trec_fine_grained_HUM_context_first data_files: - split: train path: trec_fine_grained_HUM_context_first/train-* - split: test path: trec_fine_grained_HUM_context_first/test-* - config_name: trec_fine_grained_LOC data_files: - split: train path: trec_fine_grained_LOC/train-* - split: test path: trec_fine_grained_LOC/test-* - config_name: trec_fine_grained_LOC_context_first data_files: - split: train path: trec_fine_grained_LOC_context_first/train-* - split: test path: trec_fine_grained_LOC_context_first/test-* - config_name: trec_fine_grained_NUM data_files: - split: train path: trec_fine_grained_NUM/train-* - split: test path: trec_fine_grained_NUM/test-* - config_name: trec_fine_grained_NUM_context_first data_files: - split: train path: trec_fine_grained_NUM_context_first/train-* - split: test path: trec_fine_grained_NUM_context_first/test-* - config_name: trec_fine_grained_open data_files: - split: train path: trec_fine_grained_open/train-* - split: test path: trec_fine_grained_open/test-* - config_name: trec_fine_grained_open_context_first data_files: - split: train path: trec_fine_grained_open_context_first/train-* - split: test path: trec_fine_grained_open_context_first/test-* - config_name: trec_pick_the_best_descriptor data_files: - split: train path: trec_pick_the_best_descriptor/train-* - split: test path: trec_pick_the_best_descriptor/test-* - config_name: trec_trec1 data_files: - split: train path: trec_trec1/train-* - split: test path: trec_trec1/test-* - config_name: trec_trec2 data_files: - split: train path: trec_trec2/train-* - split: test path: trec_trec2/test-* - config_name: trec_what_category_best_describe data_files: - split: train path: trec_what_category_best_describe/train-* - split: test path: trec_what_category_best_describe/test-* - config_name: trec_which_category_best_describes data_files: - split: train path: trec_which_category_best_describes/train-* - split: test path: trec_which_category_best_describes/test-* - config_name: trivia_qa_unfiltered_first_person_context data_files: - split: train path: trivia_qa_unfiltered_first_person_context/train-* - split: validation path: trivia_qa_unfiltered_first_person_context/validation-* - split: test path: trivia_qa_unfiltered_first_person_context/test-* - config_name: trivia_qa_unfiltered_formal_description data_files: - split: train path: trivia_qa_unfiltered_formal_description/train-* - split: validation path: trivia_qa_unfiltered_formal_description/validation-* - split: test path: trivia_qa_unfiltered_formal_description/test-* - config_name: trivia_qa_unfiltered_guess_question data_files: - split: train path: trivia_qa_unfiltered_guess_question/train-* - split: validation path: trivia_qa_unfiltered_guess_question/validation-* - config_name: trivia_qa_unfiltered_question_answer data_files: - split: train path: trivia_qa_unfiltered_question_answer/train-* - split: validation path: trivia_qa_unfiltered_question_answer/validation-* - split: test path: trivia_qa_unfiltered_question_answer/test-* - config_name: trivia_qa_unfiltered_question_with_instruction data_files: - split: train path: trivia_qa_unfiltered_question_with_instruction/train-* - split: validation path: trivia_qa_unfiltered_question_with_instruction/validation-* - split: test path: trivia_qa_unfiltered_question_with_instruction/test-* - config_name: web_questions_get_the_answer data_files: - split: train path: web_questions_get_the_answer/train-* - split: test path: web_questions_get_the_answer/test-* - config_name: web_questions_potential_correct_answer data_files: - split: train path: web_questions_potential_correct_answer/train-* - split: test path: web_questions_potential_correct_answer/test-* - config_name: web_questions_question_answer data_files: - split: train path: web_questions_question_answer/train-* - split: test path: web_questions_question_answer/test-* - config_name: web_questions_short_general_knowledge_q data_files: - split: train path: web_questions_short_general_knowledge_q/train-* - split: test path: web_questions_short_general_knowledge_q/test-* - config_name: web_questions_whats_the_answer data_files: - split: train path: web_questions_whats_the_answer/train-* - split: test path: web_questions_whats_the_answer/test-* - config_name: wiki_bio_comprehension data_files: - split: train path: wiki_bio_comprehension/train-* - split: test path: wiki_bio_comprehension/test-* - split: val path: wiki_bio_comprehension/val-* - config_name: wiki_bio_guess_person data_files: - split: train path: wiki_bio_guess_person/train-* - split: test path: wiki_bio_guess_person/test-* - split: val path: wiki_bio_guess_person/val-* - config_name: wiki_bio_key_content data_files: - split: train path: wiki_bio_key_content/train-* - split: test path: wiki_bio_key_content/test-* - split: val path: wiki_bio_key_content/val-* - config_name: wiki_bio_what_content data_files: - split: train path: wiki_bio_what_content/train-* - split: test path: wiki_bio_what_content/test-* - split: val path: wiki_bio_what_content/val-* - config_name: wiki_bio_who data_files: - split: train path: wiki_bio_who/train-* - split: test path: wiki_bio_who/test-* - split: val path: wiki_bio_who/val-* - config_name: wiki_hop_original_choose_best_object_affirmative_1 data_files: - split: train path: wiki_hop_original_choose_best_object_affirmative_1/train-* - split: validation path: wiki_hop_original_choose_best_object_affirmative_1/validation-* - config_name: wiki_hop_original_choose_best_object_affirmative_2 data_files: - split: train path: wiki_hop_original_choose_best_object_affirmative_2/train-* - split: validation path: wiki_hop_original_choose_best_object_affirmative_2/validation-* - config_name: wiki_hop_original_choose_best_object_affirmative_3 data_files: - split: train path: wiki_hop_original_choose_best_object_affirmative_3/train-* - split: validation path: wiki_hop_original_choose_best_object_affirmative_3/validation-* - config_name: wiki_hop_original_choose_best_object_interrogative_1 data_files: - split: train path: wiki_hop_original_choose_best_object_interrogative_1/train-* - split: validation path: wiki_hop_original_choose_best_object_interrogative_1/validation-* - config_name: wiki_hop_original_choose_best_object_interrogative_2 data_files: - split: train path: wiki_hop_original_choose_best_object_interrogative_2/train-* - split: validation path: wiki_hop_original_choose_best_object_interrogative_2/validation-* - config_name: wiki_hop_original_explain_relation data_files: - split: train path: wiki_hop_original_explain_relation/train-* - split: validation path: wiki_hop_original_explain_relation/validation-* - config_name: wiki_hop_original_generate_object data_files: - split: train path: wiki_hop_original_generate_object/train-* - split: validation path: wiki_hop_original_generate_object/validation-* - config_name: wiki_hop_original_generate_subject data_files: - split: train path: wiki_hop_original_generate_subject/train-* - split: validation path: wiki_hop_original_generate_subject/validation-* - config_name: wiki_hop_original_generate_subject_and_object data_files: - split: train path: wiki_hop_original_generate_subject_and_object/train-* - split: validation path: wiki_hop_original_generate_subject_and_object/validation-* - config_name: wiki_qa_Decide_good_answer data_files: - split: train path: wiki_qa_Decide_good_answer/train-* - split: validation path: wiki_qa_Decide_good_answer/validation-* - split: test path: wiki_qa_Decide_good_answer/test-* - config_name: wiki_qa_Direct_Answer_to_Question data_files: - split: train path: wiki_qa_Direct_Answer_to_Question/train-* - split: validation path: wiki_qa_Direct_Answer_to_Question/validation-* - split: test path: wiki_qa_Direct_Answer_to_Question/test-* - config_name: wiki_qa_Generate_Question_from_Topic data_files: - split: train path: wiki_qa_Generate_Question_from_Topic/train-* - split: validation path: wiki_qa_Generate_Question_from_Topic/validation-* - split: test path: wiki_qa_Generate_Question_from_Topic/test-* - config_name: wiki_qa_Is_This_True_ data_files: - split: train path: wiki_qa_Is_This_True_/train-* - split: validation path: wiki_qa_Is_This_True_/validation-* - split: test path: wiki_qa_Is_This_True_/test-* - config_name: wiki_qa_Jeopardy_style data_files: - split: train path: wiki_qa_Jeopardy_style/train-* - split: validation path: wiki_qa_Jeopardy_style/validation-* - split: test path: wiki_qa_Jeopardy_style/test-* - config_name: wiki_qa_Topic_Prediction_Answer_Only data_files: - split: train path: wiki_qa_Topic_Prediction_Answer_Only/train-* - split: validation path: wiki_qa_Topic_Prediction_Answer_Only/validation-* - split: test path: wiki_qa_Topic_Prediction_Answer_Only/test-* - config_name: wiki_qa_Topic_Prediction_Question_Only data_files: - split: train path: wiki_qa_Topic_Prediction_Question_Only/train-* - split: validation path: wiki_qa_Topic_Prediction_Question_Only/validation-* - split: test path: wiki_qa_Topic_Prediction_Question_Only/test-* - config_name: wiki_qa_Topic_Prediction_Question_and_Answer_Pair data_files: - split: train path: wiki_qa_Topic_Prediction_Question_and_Answer_Pair/train-* - split: validation path: wiki_qa_Topic_Prediction_Question_and_Answer_Pair/validation-* - split: test path: wiki_qa_Topic_Prediction_Question_and_Answer_Pair/test-* - config_name: wiki_qa_automatic_system data_files: - split: train path: wiki_qa_automatic_system/train-* - split: validation path: wiki_qa_automatic_system/validation-* - split: test path: wiki_qa_automatic_system/test-* - config_name: wiki_qa_exercise data_files: - split: train path: wiki_qa_exercise/train-* - split: validation path: wiki_qa_exercise/validation-* - split: test path: wiki_qa_exercise/test-* - config_name: wiki_qa_found_on_google data_files: - split: train path: wiki_qa_found_on_google/train-* - split: validation path: wiki_qa_found_on_google/validation-* - split: test path: wiki_qa_found_on_google/test-* - config_name: winogrande_winogrande_debiased_Replace data_files: - split: train path: winogrande_winogrande_debiased_Replace/train-* - split: validation path: winogrande_winogrande_debiased_Replace/validation-* - split: test path: winogrande_winogrande_debiased_Replace/test-* - config_name: winogrande_winogrande_debiased_Replace_score_eval data_files: - split: train path: winogrande_winogrande_debiased_Replace_score_eval/train-* - split: validation path: winogrande_winogrande_debiased_Replace_score_eval/validation-* - split: test path: winogrande_winogrande_debiased_Replace_score_eval/test-* - config_name: winogrande_winogrande_debiased_does_underscore_refer_to data_files: - split: train path: winogrande_winogrande_debiased_does_underscore_refer_to/train-* - split: validation path: winogrande_winogrande_debiased_does_underscore_refer_to/validation-* - split: test path: winogrande_winogrande_debiased_does_underscore_refer_to/test-* - config_name: winogrande_winogrande_debiased_does_underscore_refer_to_score_eval data_files: - split: train path: winogrande_winogrande_debiased_does_underscore_refer_to_score_eval/train-* - split: validation path: winogrande_winogrande_debiased_does_underscore_refer_to_score_eval/validation-* - split: test path: winogrande_winogrande_debiased_does_underscore_refer_to_score_eval/test-* - config_name: winogrande_winogrande_debiased_fill_in_the_blank data_files: - split: train path: winogrande_winogrande_debiased_fill_in_the_blank/train-* - split: validation path: winogrande_winogrande_debiased_fill_in_the_blank/validation-* - split: test path: winogrande_winogrande_debiased_fill_in_the_blank/test-* - config_name: winogrande_winogrande_debiased_fill_in_the_blank_score_eval data_files: - split: train path: winogrande_winogrande_debiased_fill_in_the_blank_score_eval/train-* - split: validation path: winogrande_winogrande_debiased_fill_in_the_blank_score_eval/validation-* - split: test path: winogrande_winogrande_debiased_fill_in_the_blank_score_eval/test-* - config_name: winogrande_winogrande_debiased_stand_for data_files: - split: train path: winogrande_winogrande_debiased_stand_for/train-* - split: validation path: winogrande_winogrande_debiased_stand_for/validation-* - split: test path: winogrande_winogrande_debiased_stand_for/test-* - config_name: winogrande_winogrande_debiased_stand_for_score_eval data_files: - split: train path: winogrande_winogrande_debiased_stand_for_score_eval/train-* - split: validation path: winogrande_winogrande_debiased_stand_for_score_eval/validation-* - split: test path: winogrande_winogrande_debiased_stand_for_score_eval/test-* - config_name: winogrande_winogrande_debiased_underscore_refer_to data_files: - split: train path: winogrande_winogrande_debiased_underscore_refer_to/train-* - split: validation path: winogrande_winogrande_debiased_underscore_refer_to/validation-* - split: test path: winogrande_winogrande_debiased_underscore_refer_to/test-* - config_name: winogrande_winogrande_debiased_underscore_refer_to_score_eval data_files: - split: train path: winogrande_winogrande_debiased_underscore_refer_to_score_eval/train-* - split: validation path: winogrande_winogrande_debiased_underscore_refer_to_score_eval/validation-* - split: test path: winogrande_winogrande_debiased_underscore_refer_to_score_eval/test-* - config_name: winogrande_winogrande_xl_Replace data_files: - split: train path: winogrande_winogrande_xl_Replace/train-* - split: validation path: winogrande_winogrande_xl_Replace/validation-* - split: test path: winogrande_winogrande_xl_Replace/test-* - config_name: winogrande_winogrande_xl_Replace_score_eval data_files: - split: train path: winogrande_winogrande_xl_Replace_score_eval/train-* - split: validation path: winogrande_winogrande_xl_Replace_score_eval/validation-* - split: test path: winogrande_winogrande_xl_Replace_score_eval/test-* - config_name: winogrande_winogrande_xl_does_underscore_refer_to data_files: - split: train path: winogrande_winogrande_xl_does_underscore_refer_to/train-* - split: validation path: winogrande_winogrande_xl_does_underscore_refer_to/validation-* - split: test path: winogrande_winogrande_xl_does_underscore_refer_to/test-* - config_name: winogrande_winogrande_xl_does_underscore_refer_to_score_eval data_files: - split: train path: winogrande_winogrande_xl_does_underscore_refer_to_score_eval/train-* - split: validation path: winogrande_winogrande_xl_does_underscore_refer_to_score_eval/validation-* - split: test path: winogrande_winogrande_xl_does_underscore_refer_to_score_eval/test-* - config_name: winogrande_winogrande_xl_fill_in_the_blank data_files: - split: train path: winogrande_winogrande_xl_fill_in_the_blank/train-* - split: validation path: winogrande_winogrande_xl_fill_in_the_blank/validation-* - split: test path: winogrande_winogrande_xl_fill_in_the_blank/test-* - config_name: winogrande_winogrande_xl_fill_in_the_blank_score_eval data_files: - split: train path: winogrande_winogrande_xl_fill_in_the_blank_score_eval/train-* - split: validation path: winogrande_winogrande_xl_fill_in_the_blank_score_eval/validation-* - split: test path: winogrande_winogrande_xl_fill_in_the_blank_score_eval/test-* - config_name: winogrande_winogrande_xl_stand_for data_files: - split: train path: winogrande_winogrande_xl_stand_for/train-* - split: validation path: winogrande_winogrande_xl_stand_for/validation-* - split: test path: winogrande_winogrande_xl_stand_for/test-* - config_name: winogrande_winogrande_xl_stand_for_score_eval data_files: - split: train path: winogrande_winogrande_xl_stand_for_score_eval/train-* - split: validation path: winogrande_winogrande_xl_stand_for_score_eval/validation-* - split: test path: winogrande_winogrande_xl_stand_for_score_eval/test-* - config_name: winogrande_winogrande_xl_underscore_refer_to data_files: - split: train path: winogrande_winogrande_xl_underscore_refer_to/train-* - split: validation path: winogrande_winogrande_xl_underscore_refer_to/validation-* - split: test path: winogrande_winogrande_xl_underscore_refer_to/test-* - config_name: winogrande_winogrande_xl_underscore_refer_to_score_eval data_files: - split: train path: winogrande_winogrande_xl_underscore_refer_to_score_eval/train-* - split: validation path: winogrande_winogrande_xl_underscore_refer_to_score_eval/validation-* - split: test path: winogrande_winogrande_xl_underscore_refer_to_score_eval/test-* - config_name: wiqa_does_the_supposed_perturbation_have_an_effect data_files: - split: train path: wiqa_does_the_supposed_perturbation_have_an_effect/train-* - split: validation path: wiqa_does_the_supposed_perturbation_have_an_effect/validation-* - split: test path: wiqa_does_the_supposed_perturbation_have_an_effect/test-* - config_name: wiqa_effect_with_label_answer data_files: - split: train path: wiqa_effect_with_label_answer/train-* - split: validation path: wiqa_effect_with_label_answer/validation-* - split: test path: wiqa_effect_with_label_answer/test-* - config_name: wiqa_effect_with_string_answer data_files: - split: train path: wiqa_effect_with_string_answer/train-* - split: validation path: wiqa_effect_with_string_answer/validation-* - split: test path: wiqa_effect_with_string_answer/test-* - config_name: wiqa_what_is_the_final_step_of_the_following_process data_files: - split: train path: wiqa_what_is_the_final_step_of_the_following_process/train-* - split: validation path: wiqa_what_is_the_final_step_of_the_following_process/validation-* - split: test path: wiqa_what_is_the_final_step_of_the_following_process/test-* - config_name: wiqa_what_is_the_missing_first_step data_files: - split: train path: wiqa_what_is_the_missing_first_step/train-* - split: validation path: wiqa_what_is_the_missing_first_step/validation-* - split: test path: wiqa_what_is_the_missing_first_step/test-* - config_name: wiqa_what_might_be_the_first_step_of_the_process data_files: - split: train path: wiqa_what_might_be_the_first_step_of_the_process/train-* - split: validation path: wiqa_what_might_be_the_first_step_of_the_process/validation-* - split: test path: wiqa_what_might_be_the_first_step_of_the_process/test-* - config_name: wiqa_what_might_be_the_last_step_of_the_process data_files: - split: train path: wiqa_what_might_be_the_last_step_of_the_process/train-* - split: validation path: wiqa_what_might_be_the_last_step_of_the_process/validation-* - split: test path: wiqa_what_might_be_the_last_step_of_the_process/test-* - config_name: wiqa_which_of_the_following_is_the_supposed_perturbation data_files: - split: train path: wiqa_which_of_the_following_is_the_supposed_perturbation/train-* - split: validation path: wiqa_which_of_the_following_is_the_supposed_perturbation/validation-* - split: test path: wiqa_which_of_the_following_is_the_supposed_perturbation/test-* - config_name: xsum_DOC_boils_down_to_simple_idea_that data_files: - split: train path: xsum_DOC_boils_down_to_simple_idea_that/train-* - split: validation path: xsum_DOC_boils_down_to_simple_idea_that/validation-* - split: test path: xsum_DOC_boils_down_to_simple_idea_that/test-* - config_name: xsum_DOC_given_above_write_one_sentence data_files: - split: train path: xsum_DOC_given_above_write_one_sentence/train-* - split: validation path: xsum_DOC_given_above_write_one_sentence/validation-* - split: test path: xsum_DOC_given_above_write_one_sentence/test-* - config_name: xsum_DOC_how_would_you_rephrase_few_words data_files: - split: train path: xsum_DOC_how_would_you_rephrase_few_words/train-* - split: validation path: xsum_DOC_how_would_you_rephrase_few_words/validation-* - split: test path: xsum_DOC_how_would_you_rephrase_few_words/test-* - config_name: xsum_DOC_tldr data_files: - split: train path: xsum_DOC_tldr/train-* - split: validation path: xsum_DOC_tldr/validation-* - split: test path: xsum_DOC_tldr/test-* - config_name: xsum_DOC_write_summary_of_above data_files: - split: train path: xsum_DOC_write_summary_of_above/train-* - split: validation path: xsum_DOC_write_summary_of_above/validation-* - split: test path: xsum_DOC_write_summary_of_above/test-* - config_name: xsum_article_DOC_summary data_files: - split: train path: xsum_article_DOC_summary/train-* - split: validation path: xsum_article_DOC_summary/validation-* - split: test path: xsum_article_DOC_summary/test-* - config_name: xsum_college_roommate_asked_DOC_so_I_recap data_files: - split: train path: xsum_college_roommate_asked_DOC_so_I_recap/train-* - split: validation path: xsum_college_roommate_asked_DOC_so_I_recap/validation-* - split: test path: xsum_college_roommate_asked_DOC_so_I_recap/test-* - config_name: xsum_read_below_DOC_write_abstract data_files: - split: train path: xsum_read_below_DOC_write_abstract/train-* - split: validation path: xsum_read_below_DOC_write_abstract/validation-* - split: test path: xsum_read_below_DOC_write_abstract/test-* - config_name: xsum_summarize_DOC data_files: - split: train path: xsum_summarize_DOC/train-* - split: validation path: xsum_summarize_DOC/validation-* - split: test path: xsum_summarize_DOC/test-* - config_name: xsum_summarize_this_DOC_summary data_files: - split: train path: xsum_summarize_this_DOC_summary/train-* - split: validation path: xsum_summarize_this_DOC_summary/validation-* - split: test path: xsum_summarize_this_DOC_summary/test-* - config_name: yelp_review_full_based_on_that data_files: - split: train path: yelp_review_full_based_on_that/train-* - split: test path: yelp_review_full_based_on_that/test-* - config_name: yelp_review_full_format_rating data_files: - split: train path: yelp_review_full_format_rating/train-* - split: test path: yelp_review_full_format_rating/test-* - config_name: yelp_review_full_format_score data_files: - split: train path: yelp_review_full_format_score/train-* - split: test path: yelp_review_full_format_score/test-* - config_name: yelp_review_full_format_star data_files: - split: train path: yelp_review_full_format_star/train-* - split: test path: yelp_review_full_format_star/test-* - config_name: yelp_review_full_on_a_scale data_files: - split: train path: yelp_review_full_on_a_scale/train-* - split: test path: yelp_review_full_on_a_scale/test-* - config_name: yelp_review_full_so_i_would data_files: - split: train path: yelp_review_full_so_i_would/train-* - split: test path: yelp_review_full_so_i_would/test-* - config_name: yelp_review_full_this_place data_files: - split: train path: yelp_review_full_this_place/train-* - split: test path: yelp_review_full_this_place/test-* --- # Dataset Card for P3 ## Table of Contents - [Table of Contents](#table-of-contents) - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Additional Information](#additional-information) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** https://bigscience.huggingface.co/promptsource - **Repository:** https://github.com/bigscience-workshop/promptsource/ - **Paper:** [Multitask Prompted Training Enables Zero-Shot Task Generalization](https://arxiv.org/abs/2110.08207) - **Point of Contact:** [Victor Sanh](mailto:victor@huggingface.co) ### Dataset Summary P3 (Public Pool of Prompts) is a collection of prompted English datasets covering a diverse set of NLP tasks. A prompt is the combination of an input template and a target template. The templates are functions mapping a data example into natural language for the input and target sequences. For example, in the case of an NLI dataset, the data example would include fields for *Premise, Hypothesis, Label*. An input template would be *If {Premise} is true, is it also true that {Hypothesis}?*, whereas a target template can be defined with the label choices *Choices[label]*. Here *Choices* is prompt-specific metadata that consists of the options *yes, maybe, no* corresponding to *label* being entailment (0), neutral (1) or contradiction (2). Prompts are collected using [Promptsource](https://github.com/bigscience-workshop/promptsource), an interface to interactively write prompts on datasets, and collect prompt-specific metadata such as evaluation metrics. As of October 13th, there are 2'000 prompts collected for 270+ data(sub)sets. The collection of prompts of P3 is publicly available on [Promptsource](https://github.com/bigscience-workshop/promptsource). To train [T0*](https://huggingface.co/bigscience/T0pp), we used a subset of the prompts available in Promptsource (see details [here](https://huggingface.co/bigscience/T0pp#training-data)). However, some of the prompts use `random.choice`, a method that selects uniformly at random an option in a list of valid possibilities. For reproducibility purposes, we release the collection of prompted examples used to train T0*. **The data available here are the materialized version of the prompted datasets used in [Multitask Prompted Training Enables Zero-Shot Task Generalization](https://arxiv.org/abs/2110.08207) which represent only a subset of the datasets for which there is at least one prompt in Promptsource.** ### Supported Tasks and Leaderboards The tasks represented in P3 cover a diverse set of NLP tasks including multiple-choice QA, sentiment analysis or natural language inference. We detail the full list of datasets in [Source Data](#source-data). ### Languages The data in P3 are in English (BCP-47 `en`). ## Dataset Structure ### Data Instances An example of "train" looks as follows: ```bash { 'answer_choices': ['safe', 'trolley'], 'inputs': [86, 8, 7142, 666, 6, 405, 8, 3, 834, 1518, 21, 1346, 42, 31682, 58, 37, 3, 929, 9, 3042, 63, 2765, 808, 8, 2045, 6448, 326, 13, 8, 31682, 11, 3, 24052, 135, 16, 8, 1346, 552, 8, 3, 834, 47, 6364, 5], 'inputs_pretokenized': 'In the sentence below, does the _ stand for safe or trolley?\nThe treasury workers took the gold bars off of the trolley and stacked them in the safe until the _ was empty.', 'targets': [31682, 1], 'targets_pretokenized': '\ntrolley' } ``` In the case of rank classification (letting the model select its the prediction the option with the highest log-likelihood), an example looks as follows: ```bash { 'idx': [5, 0], 'inputs': [86, 8, 7142, 666, 6, 405, 8, 3, 834, 1518, 21, 19454, 42, 22227, 58, 19454, 744, 31, 17, 2112, 4553, 17742, 7, 12, 1953, 6, 298, 22227, 966, 373, 405, 5, 3, 834, 19, 72, 952, 12, 619, 16, 3, 9, 17742, 3298, 5], 'inputs_pretokenized': "In the sentence below, does the _ stand for Kyle or Logan?\nKyle doesn't wear leg warmers to bed, while Logan almost always does. _ is more likely to live in a warmer climate.", 'is_correct': True, 'targets': [19454, 1], 'targets_pretokenized': 'Kyle', 'weight': 1.0 } ``` To check all the prompted examples, you can use the [Promptsource hosted tool](http://bigscience.huggingface.co/promptsource) and choose the `Prompted dataset viewer` mode in the left panel. ### Data Fields The data fields are the same among all splits: - `answer_choices`: the choices (in natural language) available to the model - `inputs_pretokenized`: the natural language input fed to the model - `targets_pretokenized`: the natural language target that the model has to generate - `inputs`: the tokenized input with [T5](https://huggingface.co/google/t5-v1_1-base)'s tokenizer - `targets`: the tokenized target with [T5](https://huggingface.co/google/t5-v1_1-base)'s tokenizer - `idx`: identifier of the (example, answer_option_id) in the case of rank classification - `weight`: a weight for the example produced by seqio (always set to 1.0 in practise) - `is_correct`: whether the (example, answer_option_id) is the correct one ### Data Splits The list of data splits and their respective sizes is very long. You'll find the whole list in this [file](https://huggingface.co/datasets/bigscience/P3/blob/main/tasks_splits_and_features.py). ## Dataset Creation ### Curation Rationale The Public Pool of Prompts relies on the Hugging Face Dataset library. Any public dataset in the Datasets library can be prompted. We select the datasets that have at least one subset in English and excluded datasets containing (predominantly) non-natural language examples. We conservatively decided not to prompt datasets that contain potentially harmful content (for instance, datasets built on social media content). However, we sometimes prompt datasets that are purposefully built to measure bias and fairness of trained models, and reserve these prompted datasets (the validation or test sets) for evaluation purposes. ### Source Data Here's the full list of the datasets present in the materialized version of P3: - Multiple-Choice QA - CommonsenseQA - DREAM - QUAIL - QuaRTz - Social IQA - WiQA - Cosmos - QASC - Quarel - SciQ - Wiki Hop - ARC - OpenBookQA - MultiRC - PIQA - RACE - HellaSwag - BoolQ - Extractive QA - Adversarial QA - Quoref - DuoRC - ROPES - SQuAD v2 - ReCoRD - Close-book QA - Hotpot QA - Wiki QA - Trivia QA - Web Questions - Structure-to-text - Common Gen - Wiki Bio - Sentiment - Amazon - App Reviews - IMDB - Rotten Tomatoes - Yelp - Summarization - CNN Daily Mail - Gigaword - MultiNews - SamSum - XSum - Topic Classification - AG News - DBPedia - TREC - Paraphrase Identification - MRPC - PAWS - QQP - Natural Language Inference - ANLI - CB - RTE - Coreference Resolution - WSC - Winogrande - Word Sense disambiguation - WiC - Sentence Completion - COPA - HellaSwag - Story Cloze ### Annotations The prompts available in Promptsource are collected as part of BigScience, one-year long research workshop on large multilingual models and datasets. 36 contributors affiliated with 24 institutions in 8 countries participated to the prompt collection. Contributors are in majority machine learning researchers or machine learning engineers. The main annotation guideline was that prompts needed to be grammatical and understandable by a native English speaker with no prior experience of the tasks. Additionally, prompts that required explicit counting or numerical indexing were removed in favor of natural language variants, e.g., instead of predicting indices of a span to extract (e.g. in extractive question answering), the model was expected to copy the span's text instead. With these minimal constraints, prompt writers were encouraged to use both formal and creative prompts and various orderings of the data. Most of the prompts correspond directly to a version of the original proposed task, although we also allowed prompts that permuted the original task (for instance, generating a document from its summary) or allowed for ambiguous output (for instance, not indicating a list of available choices). The full annotation given to the contributors can be found [here](https://github.com/bigscience-workshop/promptsource/blob/main/CONTRIBUTING.md). *Note to self: the link is currently being updated with the) ## Additional Information ### Licensing Information The dataset is released under Apache 2.0. ### Citation Information ```bibtex @misc{sanh2021multitask, title={Multitask Prompted Training Enables Zero-Shot Task Generalization}, author={Victor Sanh and Albert Webson and Colin Raffel and Stephen H. Bach and Lintang Sutawika and Zaid Alyafeai and Antoine Chaffin and Arnaud Stiegler and Teven Le Scao and Arun Raja and Manan Dey and M Saiful Bari and Canwen Xu and Urmish Thakker and Shanya Sharma Sharma and Eliza Szczechla and Taewoon Kim and Gunjan Chhablani and Nihal Nayak and Debajyoti Datta and Jonathan Chang and Mike Tian-Jian Jiang and Han Wang and Matteo Manica and Sheng Shen and Zheng Xin Yong and Harshit Pandey and Rachel Bawden and Thomas Wang and Trishala Neeraj and Jos Rozen and Abheesht Sharma and Andrea Santilli and Thibault Fevry and Jason Alan Fries and Ryan Teehan and Stella Biderman and Leo Gao and Tali Bers and Thomas Wolf and Alexander M. Rush}, year={2021}, eprint={2110.08207}, archivePrefix={arXiv}, primaryClass={cs.LG} } ``` ### Contributions Thanks to the contributors of [promptsource](https://github.com/bigscience-workshop/promptsource/graphs/contributors) for adding this dataset.
jinzhuoran/RWKU
jinzhuoran
"2024-06-18T02:25:48Z"
16,299
3
[ "task_categories:text-generation", "task_categories:fill-mask", "task_categories:question-answering", "language:en", "license:cc-by-4.0", "size_categories:100K<n<1M", "format:json", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "arxiv:2406.10890", "doi:10.57967/hf/2448", "region:us", "unlearning", "knowledge unlearning", "NLP", "LLM" ]
[ "text-generation", "fill-mask", "question-answering" ]
"2024-06-02T12:02:18Z"
--- language: - en license: cc-by-4.0 pretty_name: RWKU size_categories: - 10K<n<100K task_categories: - text-generation - fill-mask - question-answering tags: - unlearning - knowledge unlearning - NLP - LLM configs: - config_name: forget_target data_files: - split: train path: - "All/intro.json" - config_name: forget_level1 data_files: - split: test path: - "All/forget_level1.json" - config_name: forget_level2 data_files: - split: test path: - "All/forget_level2.json" - config_name: forget_level3 data_files: - split: test path: - "All/forget_level3.json" - config_name: neighbor_level1 data_files: - split: test path: - "All/neighbor_level1.json" - config_name: neighbor_level2 data_files: - split: test path: - "All/neighbor_level2.json" - config_name: mia_forget data_files: - split: test path: - "All/forget_mia.json" - config_name: mia_retain data_files: - split: test path: - "All/retain_mia.json" - config_name: utility_general data_files: - split: test path: - "All/retain_mmlu.json" - config_name: utility_general data_files: - split: test path: - "All/retain_mmlu.json" - config_name: utility_reason data_files: - split: test path: - "All/retain_bbh.json" - config_name: utility_truthfulness data_files: - split: test path: - "All/truthful.json" - config_name: utility_factuality data_files: - split: test path: - "All/triviaqa.json" - config_name: utility_fluency data_files: - split: test path: - "All/fluency.json" - config_name: train_original_passage data_files: - split: train path: - "All/passage.json" - config_name: train_positive_llama3 data_files: - split: train path: - "All/positive.json" - config_name: train_negative_llama3 data_files: - split: train path: - "All/negative.json" - config_name: train_pair_llama3 data_files: - split: train path: - "All/pair.json" - config_name: train_refusal_llama3 data_files: - split: train path: - "All/reject.json" - config_name: train_positive_phi3 data_files: - split: train path: - "All/positive_phi.json" - config_name: train_negative_phi3 data_files: - split: train path: - "All/negative_phi.json" - config_name: train_pair_phi3 data_files: - split: train path: - "All/pair_phi.json" - config_name: train_refusal_phi3 data_files: - split: train path: - "All/reject_phi.json" --- # Dataset Card for Real-World Knowledge Unlearning Benchmark (RWKU) ## Table of Contents - [Table of Contents](#table-of-contents) - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks](#supported-tasks) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** https://rwku-bench.github.io - **Repository:** https://github.com/jinzhuoran/RWKU - **Paper:** https://arxiv.org/abs/2406.10890 ### Dataset Summary **RWKU is a real-world knowledge unlearning benchmark specifically designed for large language models (LLMs).** This benchmark contains 200 real-world unlearning targets and 13,131 multi-level forget probes, including 3,268 fill-in-the-blank probes, 2,879 question-answer probes, and 6,984 adversarial-attack probes. RWKU is designed based on the following three key factors: 1. For the **task setting**, we consider a more practical and challenging setting, similar to _zero-shot knowledge unlearning_. We provide only the unlearning target and the original model, without offering any forget corpus or retain corpus. In this way, it avoids secondary information leakage caused by the forget corpus and is not affected by the distribution bias of the retain corpus. 2. For the **knowledge source**, we choose real-world famous people from Wikipedia as the unlearning targets and demonstrate that such popular knowledge is widely present in various LLMs through memorization quantification, making it more suitable for knowledge unlearning. Additionally, choosing entities as unlearning targets can well clearly define the unlearning boundaries. 3. For the **evaluation framework**, we carefully design the forget set and the retain set to evaluate the model's capabilities from multiple real-world applications. Regarding the forget set, we evaluate the **efficacy** of knowledge unlearning at both the knowledge memorization (fill-in-the-blank style) and knowledge manipulation (question-answer style) abilities. Specifically, we also evaluate these two abilities through **adversarial attacks** to induce forgotten knowledge in the model. We adopt four membership inference attack (MIA) methods for knowledge memorization on our collected MIA set. We meticulously designed nine types of adversarial-attack probes for knowledge manipulation, including prefix injection, affirmative suffix, role playing, reverse query, and others. Regarding the retain set, we design a neighbor set to test the impact of neighbor perturbation, specifically focusing on the **locality** of unlearning. In addition, we assess the **model utility** on various capabilities, including general ability, reasoning ability, truthfulness, factuality, and fluency. ### Supported Tasks Knowledge unlearning for LLMs. ### Languages English. ## Dataset Structure To evaluate the unlearning efficacy: ```python from datasets import load_dataset forget_level1 = load_dataset("jinzhuoran/RWKU", 'forget_level1') forget_level2 = load_dataset("jinzhuoran/RWKU", 'forget_level2') forget_level2 = load_dataset("jinzhuoran/RWKU", 'forget_level2') ``` To evaluate the locality: ```python from datasets import load_dataset neighbor_level1 = load_dataset("jinzhuoran/RWKU", 'neighbor_level1') neighbor_level2 = load_dataset("jinzhuoran/RWKU", 'neighbor_level2') ``` To evaluate the model utility: ```python from datasets import load_dataset utility_general = load_dataset("jinzhuoran/RWKU", 'utility_general') utility_reason = load_dataset("jinzhuoran/RWKU", 'utility_reason') utility_truthfulness = load_dataset("jinzhuoran/RWKU", 'utility_truthfulness') utility_factuality = load_dataset("jinzhuoran/RWKU", 'utility_factuality') utility_fluency = load_dataset("jinzhuoran/RWKU", 'utility_fluency') ``` To conduct membership inference attacks: ```python from datasets import load_dataset mia_forget = load_dataset("jinzhuoran/RWKU", 'mia_forget') mia_retain = load_dataset("jinzhuoran/RWKU", 'mia_retain') ``` To load the forget corpus: ```python from datasets import load_dataset train_original_passage = load_dataset("jinzhuoran/RWKU", 'train_original_passage') train_positive_llama3 = load_dataset("jinzhuoran/RWKU", 'train_positive_llama3') ``` ## Dataset Structure ### Data Instances [More Information Needed] ### Data Fields [More Information Needed] ### Data Splits [More Information Needed] ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data #### Initial Data Collection and Normalization [More Information Needed] #### Who are the source language producers? [More Information Needed] ### Annotations #### Annotation process [More Information Needed] #### Who are the annotators? [More Information Needed] ### Personal and Sensitive Information [More Information Needed] ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed] ### Discussion of Biases [More Information Needed] ### Other Known Limitations [More Information Needed] ## Additional Information ### Dataset Curators [More Information Needed] ### Licensing Information [More Information Needed] ### Citing Our Work If you find our codebase and dataset beneficial, please cite our work: ```bibtex @misc{jin2024rwku, title={RWKU: Benchmarking Real-World Knowledge Unlearning for Large Language Models}, author={Zhuoran Jin and Pengfei Cao and Chenhao Wang and Zhitao He and Hongbang Yuan and Jiachun Li and Yubo Chen and Kang Liu and Jun Zhao}, year={2024}, eprint={2406.10890}, archivePrefix={arXiv}, primaryClass={cs.CL} } ```
airtrain-ai/fineweb-edu-fortified
airtrain-ai
"2024-08-08T18:04:44Z"
16,296
55
[ "task_categories:text-generation", "language:en", "license:odc-by", "size_categories:100M<n<1B", "format:parquet", "modality:tabular", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2406.17557", "arxiv:2109.07445", "region:us" ]
[ "text-generation" ]
"2024-07-22T14:22:31Z"
--- language: - en license: odc-by task_categories: - text-generation dataset_info: - config_name: CC-MAIN-2013-20 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 71683996286 num_examples: 10800000 download_size: 55571546426 dataset_size: 71683996286 - config_name: CC-MAIN-2013-48 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 38878994623 num_examples: 5800000 download_size: 30087644388 dataset_size: 38878994623 - config_name: CC-MAIN-2014-10 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 24971658588 num_examples: 3550000 download_size: 19058832929 dataset_size: 24971658588 - config_name: CC-MAIN-2014-15 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 13615746365 num_examples: 1850000 download_size: 10299687552 dataset_size: 13615746365 - config_name: CC-MAIN-2014-23 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 21798450754 num_examples: 3100000 download_size: 16663899441 dataset_size: 21798450754 - config_name: CC-MAIN-2014-35 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 10954201796 num_examples: 1500000 download_size: 8309419357 dataset_size: 10954201796 - config_name: CC-MAIN-2014-41 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 11392615401 num_examples: 1600000 download_size: 8694382261 dataset_size: 11392615401 - config_name: CC-MAIN-2014-42 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 8491740156 num_examples: 1150000 download_size: 6430841610 dataset_size: 8491740156 - config_name: CC-MAIN-2014-49 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 7754099049 num_examples: 1050000 download_size: 5866979308 dataset_size: 7754099049 - config_name: CC-MAIN-2014-52 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 9953666568 num_examples: 1350000 download_size: 7521103037 dataset_size: 9953666568 - config_name: CC-MAIN-2015-06 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 8988649992 num_examples: 1200000 download_size: 6771650647 dataset_size: 8988649992 - config_name: CC-MAIN-2015-11 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 9212466984 num_examples: 1200000 download_size: 6893305603 dataset_size: 9212466984 - config_name: CC-MAIN-2015-14 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 7773258320 num_examples: 1000000 download_size: 5810026390 dataset_size: 7773258320 - config_name: CC-MAIN-2015-18 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - 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config_name: CC-MAIN-2016-44 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 29529872165 num_examples: 4800000 download_size: 23162984623 dataset_size: 29529872165 - config_name: CC-MAIN-2016-50 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 20468372716 num_examples: 3050000 download_size: 15709742655 dataset_size: 20468372716 - config_name: CC-MAIN-2017-04 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 21037186856 num_examples: 3050000 download_size: 16038345746 dataset_size: 21037186856 - config_name: CC-MAIN-2017-09 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 24443091987 num_examples: 3450000 download_size: 18578003959 dataset_size: 24443091987 - 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config_name: CC-MAIN-2017-22 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 21612347473 num_examples: 3250000 download_size: 16727380174 dataset_size: 21612347473 - config_name: CC-MAIN-2017-26 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 26930164929 num_examples: 4150000 download_size: 21000453887 dataset_size: 26930164929 - config_name: CC-MAIN-2017-30 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 19514567064 num_examples: 3050000 download_size: 15274197942 dataset_size: 19514567064 - config_name: CC-MAIN-2017-34 features: - name: text dtype: string - name: id dtype: string - name: dump dtype: string - name: url dtype: string - name: file_path dtype: string - name: language dtype: string - name: language_score dtype: float64 - name: token_count dtype: int64 - name: score dtype: float64 - name: int_score dtype: int64 - name: embedding sequence: float32 - name: count dtype: int64 splits: - name: train num_bytes: 21825880789 num_examples: 3450000 download_size: 17131331406 dataset_size: 21825880789 - 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config_name: CC-MAIN-2015-11 data_files: - split: train path: data/CC-MAIN-2015-11/train-* - config_name: CC-MAIN-2015-14 data_files: - split: train path: data/CC-MAIN-2015-14/train-* - config_name: CC-MAIN-2015-18 data_files: - split: train path: data/CC-MAIN-2015-18/train-* - config_name: CC-MAIN-2015-22 data_files: - split: train path: data/CC-MAIN-2015-22/train-* - config_name: CC-MAIN-2015-27 data_files: - split: train path: data/CC-MAIN-2015-27/train-* - config_name: CC-MAIN-2015-32 data_files: - split: train path: data/CC-MAIN-2015-32/train-* - config_name: CC-MAIN-2015-35 data_files: - split: train path: data/CC-MAIN-2015-35/train-* - config_name: CC-MAIN-2015-40 data_files: - split: train path: data/CC-MAIN-2015-40/train-* - config_name: CC-MAIN-2015-48 data_files: - split: train path: data/CC-MAIN-2015-48/train-* - config_name: CC-MAIN-2016-07 data_files: - split: train path: data/CC-MAIN-2016-07/train-* - config_name: CC-MAIN-2016-18 data_files: - split: train path: data/CC-MAIN-2016-18/train-* - 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config_name: CC-MAIN-2017-22 data_files: - split: train path: data/CC-MAIN-2017-22/train-* - config_name: CC-MAIN-2017-26 data_files: - split: train path: data/CC-MAIN-2017-26/train-* - config_name: CC-MAIN-2017-30 data_files: - split: train path: data/CC-MAIN-2017-30/train-* - config_name: CC-MAIN-2017-34 data_files: - split: train path: data/CC-MAIN-2017-34/train-* - config_name: CC-MAIN-2017-39 data_files: - split: train path: data/CC-MAIN-2017-39/train-* - config_name: CC-MAIN-2017-43 data_files: - split: train path: data/CC-MAIN-2017-43/train-* - config_name: CC-MAIN-2017-47 data_files: - split: train path: data/CC-MAIN-2017-47/train-* - config_name: CC-MAIN-2017-51 data_files: - split: train path: data/CC-MAIN-2017-51/train-* - config_name: CC-MAIN-2018-05 data_files: - split: train path: data/CC-MAIN-2018-05/train-* - config_name: CC-MAIN-2018-09 data_files: - split: train path: data/CC-MAIN-2018-09/train-* - config_name: CC-MAIN-2018-13 data_files: - split: train path: data/CC-MAIN-2018-13/train-* - config_name: CC-MAIN-2018-17 data_files: - split: train path: data/CC-MAIN-2018-17/train-* - config_name: CC-MAIN-2018-22 data_files: - split: train path: data/CC-MAIN-2018-22/train-* - config_name: CC-MAIN-2018-26 data_files: - split: train path: data/CC-MAIN-2018-26/train-* - config_name: CC-MAIN-2018-30 data_files: - split: train path: data/CC-MAIN-2018-30/train-* - config_name: CC-MAIN-2018-34 data_files: - split: train path: data/CC-MAIN-2018-34/train-* - config_name: CC-MAIN-2018-39 data_files: - split: train path: data/CC-MAIN-2018-39/train-* - config_name: CC-MAIN-2018-43 data_files: - split: train path: data/CC-MAIN-2018-43/train-* - config_name: CC-MAIN-2018-47 data_files: - split: train path: data/CC-MAIN-2018-47/train-* - config_name: CC-MAIN-2018-51 data_files: - split: train path: data/CC-MAIN-2018-51/train-* - config_name: CC-MAIN-2019-04 data_files: - split: train path: data/CC-MAIN-2019-04/train-* - config_name: CC-MAIN-2019-09 data_files: - split: train path: data/CC-MAIN-2019-09/train-* - config_name: CC-MAIN-2019-13 data_files: - split: train path: data/CC-MAIN-2019-13/train-* - config_name: CC-MAIN-2019-18 data_files: - split: train path: data/CC-MAIN-2019-18/train-* - config_name: CC-MAIN-2019-22 data_files: - split: train path: data/CC-MAIN-2019-22/train-* - config_name: CC-MAIN-2019-26 data_files: - split: train path: data/CC-MAIN-2019-26/train-* - config_name: CC-MAIN-2019-30 data_files: - split: train path: data/CC-MAIN-2019-30/train-* - config_name: CC-MAIN-2019-35 data_files: - split: train path: data/CC-MAIN-2019-35/train-* - config_name: CC-MAIN-2019-39 data_files: - split: train path: data/CC-MAIN-2019-39/train-* - config_name: CC-MAIN-2019-43 data_files: - split: train path: data/CC-MAIN-2019-43/train-* - config_name: CC-MAIN-2019-47 data_files: - split: train path: data/CC-MAIN-2019-47/train-* - config_name: CC-MAIN-2019-51 data_files: - split: train path: data/CC-MAIN-2019-51/train-* - config_name: CC-MAIN-2020-05 data_files: - split: train path: data/CC-MAIN-2020-05/train-* - config_name: CC-MAIN-2020-10 data_files: - split: train path: data/CC-MAIN-2020-10/train-* - config_name: CC-MAIN-2020-16 data_files: - split: train path: data/CC-MAIN-2020-16/train-* - config_name: CC-MAIN-2020-24 data_files: - split: train path: data/CC-MAIN-2020-24/train-* - config_name: CC-MAIN-2020-29 data_files: - split: train path: data/CC-MAIN-2020-29/train-* - config_name: CC-MAIN-2020-34 data_files: - split: train path: data/CC-MAIN-2020-34/train-* - config_name: CC-MAIN-2020-40 data_files: - split: train path: data/CC-MAIN-2020-40/train-* - config_name: CC-MAIN-2020-45 data_files: - split: train path: data/CC-MAIN-2020-45/train-* - config_name: CC-MAIN-2020-50 data_files: - split: train path: data/CC-MAIN-2020-50/train-* - config_name: CC-MAIN-2021-04 data_files: - split: train path: data/CC-MAIN-2021-04/train-* - config_name: CC-MAIN-2021-10 data_files: - split: train path: data/CC-MAIN-2021-10/train-* - config_name: CC-MAIN-2021-17 data_files: - split: train path: data/CC-MAIN-2021-17/train-* - config_name: CC-MAIN-2021-21 data_files: - split: train path: data/CC-MAIN-2021-21/train-* - config_name: CC-MAIN-2021-25 data_files: - split: train path: data/CC-MAIN-2021-25/train-* - config_name: CC-MAIN-2021-31 data_files: - split: train path: data/CC-MAIN-2021-31/train-* - config_name: CC-MAIN-2021-39 data_files: - split: train path: data/CC-MAIN-2021-39/train-* - config_name: CC-MAIN-2021-43 data_files: - split: train path: data/CC-MAIN-2021-43/train-* - config_name: CC-MAIN-2021-49 data_files: - split: train path: data/CC-MAIN-2021-49/train-* - config_name: CC-MAIN-2022-05 data_files: - split: train path: data/CC-MAIN-2022-05/train-* - config_name: CC-MAIN-2022-21 data_files: - split: train path: data/CC-MAIN-2022-21/train-* - config_name: CC-MAIN-2022-27 data_files: - split: train path: data/CC-MAIN-2022-27/train-* - config_name: CC-MAIN-2022-33 data_files: - split: train path: data/CC-MAIN-2022-33/train-* - config_name: CC-MAIN-2022-40 data_files: - split: train path: data/CC-MAIN-2022-40/train-* - config_name: CC-MAIN-2022-49 data_files: - split: train path: data/CC-MAIN-2022-49/train-* - config_name: CC-MAIN-2023-06 data_files: - split: train path: data/CC-MAIN-2023-06/train-* - config_name: CC-MAIN-2023-14 data_files: - split: train path: data/CC-MAIN-2023-14/train-* - config_name: CC-MAIN-2023-23 data_files: - split: train path: data/CC-MAIN-2023-23/train-* - config_name: CC-MAIN-2023-40 data_files: - split: train path: data/CC-MAIN-2023-40/train-* - config_name: CC-MAIN-2023-50 data_files: - split: train path: data/CC-MAIN-2023-50/train-* - config_name: CC-MAIN-2024-10 data_files: - split: train path: data/CC-MAIN-2024-10/train-* --- # Fineweb-Edu-Fortified <figure> <img src="https://cdn-uploads.huggingface.co/production/uploads/646516d2200b583e1e50faf8/79yPdK79m9mA0cCz-3h4v.png" width="500" style="margin-left:auto; margin-right: auto"/> <figcaption style="text-align: center; margin-left: auto; margin-right: auto; font-style: italic;"> The composition of fineweb-edu-fortified, produced by automatically clustering a 500k row sample in <a href="https://app.airtrain.ai/dataset/c232b33f-4f4a-49a7-ba55-8167a5f433da/null/1/0"> Airtrain </a> </figcaption> </figure> ## What is it? Fineweb-Edu-Fortified is a dataset derived from [Fineweb-Edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu) by applying exact-match deduplication across the whole dataset and producing an embedding for each row. The number of times the text from each row appears is also included as a `count` column. The embeddings were produced using [TaylorAI/bge-micro](https://huggingface.co/TaylorAI/bge-micro) Fineweb and Fineweb-Edu were obtained by processing data from 95 crawls of [Common Crawl](https://commoncrawl.org/), covering a time period from 2013 to 2024. More information about the original datasets can be found by consulting: - [Fineweb-edu dataset card](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu) - [Fineweb dataset card](https://huggingface.co/datasets/HuggingFaceFW/fineweb) - [Fineweb release blog post](https://huggingface.co/spaces/HuggingFaceFW/blogpost-fineweb-v1) - [Fineweb paper](https://arxiv.org/abs/2406.17557) The contents of a randomly selected 500k rows from this dataset can be interactively explored in this [Airtrain](https://app.airtrain.ai/dataset/c232b33f-4f4a-49a7-ba55-8167a5f433da/null/1/0) dashboard. ## Deduplication ### Deduplication in original Fineweb and Fineweb-Edu During creation of the original Fineweb dataset, a variety of deduplication strategies were explored. The evaluation criteria used to assess deduplication strategies was to train ablation models on randomly selected subsets of the data, using a subset of up to ~350 billion tokens. Using this mechanism, the Fineweb authors selected a MinHash algorithm, using parameters considering documents with approximately 75% similarity or higher to be duplicates. This deduplication was performed *within* each Common Crawl crawl. For example, it would have removed all approximate duplicates from the 20th crawl from 2013, but would have retained an identical record that showed up in both the 2013-20 crawl and the 2013-48 crawl. The authors note that applying the deduplication *across crawls* reduced the evaluation performance of the ablation models used for assessment. The proposed reason for this performance degredation is that data duplicated across crawls is more likely to be high-quality compared to data that is not, so leaving in the duplicates effectively upsamples the higer-quality data. Following deduplication in Fineweb, Fineweb-Edu was extracted using a model-based quality classifier targeting educational content. It thus inherited the same inter-crawl deduplication strategy of Fineweb. ### Deduplication in this dataset #### Motivation Given the findings that cross-crawl deduplication reduced ablation model performance, one might ask what the motivation is for producing a dataset that uses it. Our motivation was threefold: - Reduce the number of rows that needed to be embedded by avoiding embedding of exact-match content - Enable easier filtering of the dataset for subsets-of-interest - Provide a version of the dataset for users whose training goals include avoiding training on non-unique tokens. For use cases that would benefit from "re-hydrating" or filtering the rows based on how frequently the text appeared in the original dataset, the new `count` column retains the number of appearances of the associated text. #### Procedure The overall procedure was to remove exact matches that appeared in multiple crawls (also referred to as "dumps"). This was achieved by performing an md5 hash on the text column and removing rows with duplicate hashes. To make this tractable at scale, we first grouped all rows by the first two hex digits of their hashes, then looked for exact hash matches within each of the resulting 256 buckets of data. Note that unlike the intra-crawl deduplication, we only eliminated exact matches across crawls. For duplicated rows, a strong preference was given to keep the metadata (ex: dump, url) from the oldest crawl where the text appeared. Following deduplication and embedding, the data were grouped by the "dump" column, mirroring the organization of the original Fineweb-Edu dataset. ### Deduplication stats Deduplication removed approximately 74.7% of rows from the original dataset (from 1.279 billion in Fineweb-Edu to 0.324 billion rows in Fineweb-Edu-Fortified). This indicates that a substantial amount of data in Fineweb-Edu is present across multiple crawls. The total token count in the deduplicated dataset is approximately 375 billion, compared to the 1,320 billion tokens in Fineweb-Edu. <figure> <img src="https://cdn-uploads.huggingface.co/production/uploads/646516d2200b583e1e50faf8/mUFyO1fUWJEXbYwiteR9e.png" width="750" style="margin-left:auto; margin-right: auto"/> <figcaption style="text-align: center; margin-left: auto; margin-right: auto; font-style: italic;"> A histogram of the `count` column. Histogram was generated using a 500k row sample after performing global per-row text duplication counting. </figcaption> </figure> ## Embeddings To support use cases with Fineweb-Edu such as classification, clustering, semantic search, etc., we have produced an embedding vector for each row in the dataset. The embedding model [TaylorAI/bge-micro](https://huggingface.co/TaylorAI/bge-micro) was selected for its tradeoff of strong performance on [MTEB](https://huggingface.co/spaces/mteb/leaderboard) benchmarks relative to its size (17 million parameters). The model's embedding space has 384 dimensions. The context-window of the model is 512 tokens (roughly several paragraphs of text); each row is embedded by using the first 512 tokens in its text field. Producing the embeddings took approximately 412 GPU-hours on Nvidia T4 GPUs. ## Using via `datasets` ```python from datasets import load_dataset fw = load_dataset("airtrain-ai/fineweb-edu-fortified", name="CC-MAIN-2024-10", split="train", streaming=True) ``` ## Considerations for Using the Data This "Considerations" section is copied from the parent dataset: [FineWeb-edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu). ### Social Impact of Dataset With the release of this dataset we aim to make model training more accessible to the machine learning community at large. While multiple open-weights models with strong performance have been publicly released in the past, more often than not these releases are not accompanied by the corresponding training dataset. This is unfortunate as the dataset specificities and characteristics have been demonstrated to have a very large impact and role in the performances of the models. As the creation of a high quality training dataset is a fundamental requirement to training an LLM capable of excelling at downstream tasks, with 🍷 FineWeb we (a) not only make the dataset creation process more transparent, by sharing our entire processing setup including the codebase used, we also (b) help alleviate the costs of dataset curation, both in time and in compute, for model creators by publicly releasing our dataset with the community. ### Discussion of Biases Efforts were made to minimize the amount of NSFW and toxic content present in the dataset by employing filtering on the URL level. However, there are still a significant number of documents present in the final dataset that could be considered toxic or contain harmful content. As 🍷 FineWeb was sourced from the web as a whole, any harmful biases typically present in it may be reproduced on our dataset. We deliberately avoided using machine learning filtering methods that define text quality based on the similarity to a “gold” source such as wikipedia or toxicity classifiers as these methods have been known to [disproportionately remove content in specific dialects](https://aclanthology.org/D16-1120/) and [overclassify as toxic text related to specific social identities](https://arxiv.org/pdf/2109.07445.pdf), respectively. ### Other Known Limitations As a consequence of some of the filtering steps applied, it is likely that code content is not prevalent in our dataset. If you are training a model that should also perform code tasks, we recommend you use 🍷 FineWeb with a code dataset, such as [The Stack v2](https://huggingface.co/datasets/bigcode/the-stack-v2). You should also probably consider complementing 🍷 FineWeb with specialized curated sources (such as Wikipedia, for example) as they will likely have better formatting than the wikipedia content included in 🍷 FineWeb (we did not tailor the processing to individual websites). ## Additional Information ### Acknowledgements Airtrain would like to thank the Fineweb/Fineweb-Edu team at Hugging Face for producing the original datasets, as well as for their support during work on Fineweb-Edu-Fortified. We'd also like to thank [@underspirit](https://huggingface.co/underspirit) for [pointing out](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu/discussions/7) the amount of reduction in dataset size that could be achieved via deduplication. We owe gratitude to [TaylorAI](https://huggingface.co/TaylorAI) for the `bge-micro` embedding model. Finally, thank you to the Hugging Face community for fostering a thriving ecosystem of models, datasets, and tools to support open-source AI. ### Licensing Information The dataset is released under the **Open Data Commons Attribution License (ODC-By) v1.0** [license](https://opendatacommons.org/licenses/by/1-0/). The use of this dataset is also subject to [CommonCrawl's Terms of Use](https://commoncrawl.org/terms-of-use).
opentensor/openvalidators-test
opentensor
"2023-06-20T14:21:16Z"
16,264
0
[ "license:mit", "size_categories:1M<n<10M", "region:us" ]
null
"2023-06-09T15:42:16Z"
--- license: mit viewer: False size_categories: - 1M<n<10M --- # Dataset Card for Openvalidators dataset ## Dataset Description - **Repository:** https://github.com/opentensor/validators - **Homepage:** https://bittensor.com/ ### Dataset Summary The OpenValidators dataset, created by the OpenTensor Foundation, is a continuously growing collection of data generated by the [OpenValidators](https://github.com/opentensor/validators) project in [W&B](https://wandb.ai/opentensor-dev/openvalidators/table). It contains hundreds of thousands of records and serves researchers, data scientists, and miners in the Bittensor network. The dataset provides information on network performance, node behaviors, and wandb run details. Researchers can gain insights and detect patterns, while data scientists can use it for training models and analysis. Miners can use the generated data to fine-tune their models and enhance their incentives in the network. The dataset's continuous updates support collaboration and innovation in decentralized computing. ### How to use The `datasets` library allows you to load and pre-process your dataset in pure Python, at scale. The OpenValidators dataset gives you the granularity of extracting data by ************run_id************, by ************************************OpenValidators version************************************ and by ******************************************************************multiple OpenValidators versions.****************************************************************** The dataset can be downloaded and prepared in one call to your local drive by using the `load_dataset` function. **Downloading by run id** For example, to download the data for a specific run, simply specify the corresponding ********************************************OpenValidators version******************************************** and the ************************wandb run id************************ in the format `version/raw_data/run_id.parquet`: ```python from datasets import load_dataset version = '1.0.4' # OpenValidators version run_id = '0plco3n0' # WandB run id run_id_dataset = load_dataset('opentensor/openvalidators-test', data_files=f'{version}/raw_data/{run_id}.parquet') ``` _Please note that only completed run_ids are included in the dataset. Runs that are still in progress will be ingested shortly after they finish._ **Downloading by OpenValidators version** One can also leverage the `datasets` library to download all the runs within a determined ****************************OpenValidators**************************** version. That can be useful for researchers and data enthusiasts that are looking to do analysis in a specific ****************************OpenValidators**************************** version state. ```python from datasets import load_dataset version = '1.0.4' # Openvalidators version version_dataset = load_dataset('opentensor/openvalidators-test', data_files=f'{version}/raw_data/*') ``` **Downloading by multiple OpenValidators version** Utilizing the `datasets` library, users can efficiently download runs from multiple **OpenValidators** versions. By accessing data from various OpenValidators versions, users can undertake downstream tasks such as data fine-tuning for mining or to perform big data analysis. ```python from datasets import load_dataset versions = ['1.0.0', '1.0.1', '1.0.2', '1.0.4'] # Desired versions for extraction data_files = [f'{version}/raw_data/*' for version in versions] # Set data files directories dataset = load_dataset('opentensor/openvalidators-test', data_files={ 'test': data_files }) ``` **Analyzing metadata** All the state related to the details of the wandb data ingestion can be accessed easily using pandas and hugging face datasets structure. This data contains relevant information regarding the metadata of the run, including user information, config information and ingestion state. ```python import pandas as pd version = '1.0.4' # OpenValidators version for metadata analysis df = pd.read_csv(f'hf://datasets/opentensor/openvalidators-test/{version}/metadata.csv') ``` ## Dataset Structure ### Data Instances **versioned raw_data** The data is provided as-in the wandb logs, without further preprocessing or tokenization. This data is located at `version/raw_data` where each file is a wandb run. **metadata** This dataset defines the current state of the wandb data ingestion by **run id**. ### Data Fields **Raw data** The versioned raw_data collected from W&B follows the following schema: - `_runtime`: (float64) Runtime of the event - `_step`: (int64) Step of the event - `_timestamp`: (float64) Timestamp of the event - `answer_completions`: (list(string)) Completions of the answer_prompt - `answer_prompt`: (string) Prompt used to generate the answer - `answer_rewards`: (list(float64)) Rewards of the answer responses - `answer_times`: (list(float64)) Elapsed time of answer responses - `answer_uids`: (list(int32)) UIDs of nodes that answered the answer_prompt - `base_prompt`: (string) Bootstrap prompt - `best_answer`: (string) Best answer response - `best_followup`: (string) Best followup response - `block`: (float64) Subtensor current block - `followup_completions`: (list(string)) Completions of the base_prompt - `followup_rewards`: (list(float64)) Rewards of the followup responses - `followup_times`: (list(float64)) Ellapsed time of followup responses - `followup_uids`: (list(int64)) UIDs of nodes that answered the base_prompt - `gating_loss`: (float64) Gating model loss - `gating_scorings`: (list(float64)) Gating model scores - `moving_averaged_scores`: (list(float64)) Moving averaged scores at the time of the event - `set_weights`: (list(list(float64))) Processed weights of nodes by uid - `step_length`: (float64) Time difference from beginning of forward call to event logging **Metadata** - `run_id`: (string) Wandb Run Id - `completed`: (boolean) Flag indicating if the run_id is completed (finished, crashed or killed) - `downloaded`: (boolean) Flag indicating if the run_id data has been downloaded - `last_checkpoint`: (string) Last checkpoint of the run_id - `hotkey`: (string) Hotkey associated with the run_id - `openvalidators_version`: (string) Version of OpenValidators associated with the run_id - `problematic`: (boolean) Flag indicating if the run_id data had problems to be ingested - `problematic_reason`: (string) Reason for the run_id being problematic (Exception message) - `wandb_json_config`: (string) JSON configuration associated with the run_id in Wandb - `wandb_run_name`: (string) Name of the Wandb run - `wandb_user_info`: (string) Username information associated with the Wandb run - `wandb_tags`: (list) List of tags associated with the Wandb run - `wandb_createdAt`: (string) Timestamp of the run creation in Wandb ## Dataset Creation ### Curation Rationale This dataset was curated to provide a comprehensive and reliable collection of historical data obtained by the execution of different OpenValidators in the bittensor network. The goal is to support researchers, data scientists and developers with data generated in the network, facilitating the discovery of new insights, network analysis, troubleshooting, and data extraction for downstream tasks like mining. ### Source Data #### Initial Data Collection and Normalization The initial data collection process for this dataset involves recurrent collection by a specialized worker responsible for extracting data from wandb and ingesting it into the Hugging Face datasets structure. The collected data is organized based on the OpenValidators version and run ID to facilitate efficient data management and granular access. Each run is collected based on its corresponding OpenValidators version tag and grouped into version-specific folders. Within each version folder, a `metadata.csv` file is included to manage the collection state, while the raw data of each run is saved in the `.parquet` format with the file name corresponding to the run ID (e.g., `run_id.parquet`). Please note that the code for this data collection process will be released for transparency and reproducibility. #### Who are the source language producers? The language producers for this dataset are all the openvalidators that are logging their data into wandb in conjunction of other nodes of the bittensor network. The main wandb page where the data is sent can be accessed at https://wandb.ai/opentensor-dev/openvalidators/table. ### Licensing Information The dataset is licensed under the [MIT License](https://github.com/opentensor/validators/blob/main/LICENSE) ### Supported Tasks and Leaderboards [More Information Needed] ### Citation Information [More Information Needed] ### Contributions [More Information Needed]
sal4ahm/RealCQA
sal4ahm
"2024-09-09T18:14:20Z"
16,220
5
[ "license:mit", "size_categories:10K<n<100K", "format:imagefolder", "modality:image", "library:datasets", "library:mlcroissant", "arxiv:2308.01979", "region:us" ]
null
"2024-02-01T17:18:07Z"
--- license: mit --- # RealCQA: Real-World Complex Question Answering Dataset This repository contains the dataset used in the paper "[RealCQA: Scientific Chart Question Answering as a Test-Bed for First-Order Logic](https://arxiv.org/pdf/2308.01979)" (ICDAR 2023). The dataset is designed to facilitate research in complex question answering, involving a diverse set of real-world images and associated textual question-answer pairs. ## Dataset Overview The RealCQA dataset consists of 28,266 images, and corresponding 2 million question-answer pairs organized into three complementary subsets. Each image is accompanied by a JSON file containing one or more question blocks. The dataset is structured to address a range of question-answering tasks that require an understanding of the visual content. ### Dataset Structure The dataset is organized into the following folders: - **Images** - `images`: Contains the first 10,000 images. - `images2`: Contains the next 10,000 images. - `images3`: Contains the remaining 8,266 images. - **JSON Files** - `jsons`: Contains the JSON files corresponding to the images in the `images` folder. - `jsons2`: Contains the JSON files corresponding to the images in the `images2` folder. - `jsons3`: Contains the JSON files corresponding to the images in the `images3` folder. - **QA Files** These are the QA created in our proposed dataset. - `qa`: Contains the QA files corresponding to the images in the `images` folder. - `qa2`: Contains the QA files corresponding to the images in the `images2` folder. - `qa3`: Contains the QA files corresponding to the images in the `images3` folder. ### File Details - **Images**: JPEG files named in the format `PMCxxxxxx_abc.jpg`, where `xxxxxx` represents the PubMed Central ID and `abc` represents an identifier specific to the image. - **JSON Files**: JSON files named in the same format as the images. These are groundtruth annotations from the https://chartinfo.github.io challenge, they provide annotations for chart type, text(OCR), text location, text type (axis/tick/legend), data used to plot the chart. - **QA Files**: QA files named in the same format as the images. Each QA file is a list of question blocks associated with the corresponding image we created in our proposed dataset. #### QA Structure Each QA file contains a list of question blocks in the following format: ```json [ { "taxonomy id": "2j", "QID": "16", "question": "Are all the bars in the chart visually horizontal?", "answer": "no", "answer_type": "Binary", "qa_id": "XbUzFtjqsEOF", "PMC_ID": "PMC8439477___g003" }, { "taxonomy id": "1a", "QID": "7a", "question": "What is the type of chart?", "answer": "Vertical Bar chart", "answer_type": "String", "qa_id": "wzcdDijkrHtt", "PMC_ID": "PMC8439477___g003" } ] ``` ### Dataset Loader To facilitate loading and using the dataset, we provide a custom dataset loader script, `dataset.py`. This script defines a PyTorch `Dataset` class to handle loading, preprocessing, and batching of the images and question-answer pairs. #### How to Use the Dataset Loader 1. **Setup and Requirements** Ensure you have the following Python packages installed: ```bash pip install torch torchvision Pillow ``` 2. **Dataset Loader Script** Use the provided `dataset.py` to load the dataset. The script is designed to load the dataset efficiently and handle both training and testing cases. ```python from dataset import RQADataset from torch.utils.data import DataLoader dataset = RQADataset(data_dir='.', split='train') # split='test' for RQA9357 split used in the paper # Test loading a single item print(f"Number of samples in dataset: {len(dataset)}") sample = dataset[0] print("Sample data:", sample) # Initialize DataLoader dataloader = DataLoader(dataset, batch_size=4, collate_fn=RQADataset.custom_collate) # Test DataLoader for batch in dataloader: print("Batch data:", batch) break # Load only one batch for testing ``` ### Citation If you use this dataset in your research, please cite the following paper: ```bibtex @InProceedings{10.1007/978-3-031-41682-8_5, author="Ahmed, Saleem and Jawade, Bhavin and Pandey, Shubham and Setlur, Srirangaraj and Govindaraju, Venu", editor="Fink, Gernot A. and Jain, Rajiv and Kise, Koichi and Zanibbi, Richard", title="RealCQA: Scientific Chart Question Answering as a Test-Bed for First-Order Logic", booktitle="Document Analysis and Recognition - ICDAR 2023", year="2023", publisher="Springer Nature Switzerland", address="Cham", pages="66--83", abstract="We present a comprehensive study of chart visual question-answering(QA) task, to address the challenges faced in comprehending and extracting data from chart visualizations within documents. Despite efforts to tackle this problem using synthetic charts, solutions are limited by the shortage of annotated real-world data. To fill this gap, we introduce a benchmark and dataset for chart visual QA on real-world charts, offering a systematic analysis of the task and a novel taxonomy for template-based chart question creation. Our contribution includes the introduction of a new answer type, `list', with both ranked and unranked variations. Our study is conducted on a real-world chart dataset from scientific literature, showcasing higher visual complexity compared to other works. Our focus is on template-based QA and how it can serve as a standard for evaluating the first-order logic capabilities of models. The results of our experiments, conducted on a real-world out-of-distribution dataset, provide a robust evaluation of large-scale pre-trained models and advance the field of chart visual QA and formal logic verification for neural networks in general. Our code and dataset is publicly available (https://github.com/cse-ai-lab/RealCQA).", isbn="978-3-031-41682-8" } } ``` ### License This dataset is licensed under the [MIT License](LICENSE). By using this dataset, you agree to abide by its terms and conditions. ### Contact For any questions or issues, please contact the authors of the paper or open an issue in this repository.
ncoop57/mmmlu
ncoop57
"2023-02-01T07:02:32Z"
16,196
2
[ "license:mit", "size_categories:10K<n<100K", "modality:text", "library:datasets", "library:mlcroissant", "region:us" ]
null
"2023-01-24T23:50:14Z"
--- license: mit ---
japanese-asr/whisper_transcriptions.mls.wer_10.0.vectorized
japanese-asr
"2024-09-15T01:35:08Z"
16,192
1
[ "size_categories:1M<n<10M", "format:parquet", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-09-11T12:32:36Z"
--- dataset_info: - config_name: subset_0 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95550219596 num_examples: 62101 download_size: 43092578892 dataset_size: 95550219596 - config_name: subset_1 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95892233884 num_examples: 62323 download_size: 43217224829 dataset_size: 95892233884 - config_name: subset_10 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95659534424 num_examples: 62172 download_size: 43197712726 dataset_size: 95659534424 - config_name: subset_100 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95570234896 num_examples: 62114 download_size: 43084233453 dataset_size: 95570234896 - config_name: subset_101 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95741000524 num_examples: 62225 download_size: 43183665345 dataset_size: 95741000524 - config_name: subset_102 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95732487892 num_examples: 62219 download_size: 43229537725 dataset_size: 95732487892 - config_name: subset_103 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95776664816 num_examples: 62248 download_size: 43187441638 dataset_size: 95776664816 - config_name: subset_104 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95930500816 num_examples: 62348 download_size: 43294625977 dataset_size: 95930500816 - config_name: subset_105 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95836868972 num_examples: 62287 download_size: 43251807028 dataset_size: 95836868972 - config_name: subset_106 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95940716900 num_examples: 62355 download_size: 43289304103 dataset_size: 95940716900 - config_name: subset_107 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95782476488 num_examples: 62252 download_size: 43209137820 dataset_size: 95782476488 - config_name: subset_108 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 96007104792 num_examples: 62398 download_size: 43221018658 dataset_size: 96007104792 - config_name: subset_109 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95764776944 num_examples: 62240 download_size: 43162176171 dataset_size: 95764776944 - config_name: subset_11 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95749669360 num_examples: 62230 download_size: 43193067430 dataset_size: 95749669360 - config_name: subset_110 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95826353540 num_examples: 62281 download_size: 43217482451 dataset_size: 95826353540 - config_name: subset_111 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95910493660 num_examples: 62335 download_size: 43268379463 dataset_size: 95910493660 - 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name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 16920876 num_examples: 11 download_size: 7573002 dataset_size: 16920876 - config_name: subset_115 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95639177564 num_examples: 62159 download_size: 43180784518 dataset_size: 95639177564 - config_name: subset_116 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95625267448 num_examples: 62150 download_size: 43124129761 dataset_size: 95625267448 - config_name: subset_117 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95545048296 num_examples: 62098 download_size: 43082968259 dataset_size: 95545048296 - config_name: subset_118 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95866827908 num_examples: 62307 download_size: 43167164098 dataset_size: 95866827908 - config_name: subset_119 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 96068332252 num_examples: 62437 download_size: 43339136980 dataset_size: 96068332252 - config_name: subset_12 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95728691164 num_examples: 62217 download_size: 43198747627 dataset_size: 95728691164 - config_name: subset_120 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95722632700 num_examples: 62213 download_size: 43167373358 dataset_size: 95722632700 - config_name: subset_121 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95732191100 num_examples: 62219 download_size: 43221505796 dataset_size: 95732191100 - config_name: subset_122 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95699024432 num_examples: 62198 download_size: 43219580053 dataset_size: 95699024432 - config_name: subset_123 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95713523564 num_examples: 62207 download_size: 43177149081 dataset_size: 95713523564 - config_name: subset_124 features: - name: transcription sequence: int64 - 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config_name: subset_127 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95674872576 num_examples: 62182 download_size: 43251503801 dataset_size: 95674872576 - config_name: subset_128 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95741950380 num_examples: 62225 download_size: 43150675085 dataset_size: 95741950380 - config_name: subset_129 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - 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name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95484035440 num_examples: 62058 download_size: 43038787620 dataset_size: 95484035440 - config_name: subset_15 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95847923004 num_examples: 62295 download_size: 43269622880 dataset_size: 95847923004 - config_name: subset_16 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143676345616 num_examples: 93380 download_size: 64763101794 dataset_size: 143676345616 - config_name: subset_17 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143218562076 num_examples: 93081 download_size: 64543519703 dataset_size: 143218562076 - config_name: subset_18 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 1538508 num_examples: 1 download_size: 888657 dataset_size: 1538508 - config_name: subset_19 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - 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name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95538306996 num_examples: 62093 download_size: 43186488482 dataset_size: 95538306996 - config_name: subset_78 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95653366336 num_examples: 62168 download_size: 43143452346 dataset_size: 95653366336 - config_name: subset_79 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95676339900 num_examples: 62183 download_size: 43128557833 dataset_size: 95676339900 - config_name: subset_8 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95715343992 num_examples: 62208 download_size: 43164885461 dataset_size: 95715343992 - config_name: subset_80 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95766599296 num_examples: 62242 download_size: 43239930128 dataset_size: 95766599296 - config_name: subset_81 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143321630332 num_examples: 93149 download_size: 64626209893 dataset_size: 143321630332 - config_name: subset_82 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143413608572 num_examples: 93209 download_size: 64621538517 dataset_size: 143413608572 - config_name: subset_83 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143531418364 num_examples: 93285 download_size: 64801287818 dataset_size: 143531418364 - config_name: subset_84 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143436760360 num_examples: 93224 download_size: 64683558260 dataset_size: 143436760360 - config_name: subset_85 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143693790772 num_examples: 93391 download_size: 64884349404 dataset_size: 143693790772 - config_name: subset_86 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143485525272 num_examples: 93256 download_size: 64696999488 dataset_size: 143485525272 - config_name: subset_87 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143365510504 num_examples: 93178 download_size: 64633922570 dataset_size: 143365510504 - config_name: subset_88 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143459907372 num_examples: 93239 download_size: 64646778148 dataset_size: 143459907372 - config_name: subset_89 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143713229680 num_examples: 93404 download_size: 64788831986 dataset_size: 143713229680 - config_name: subset_9 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95562629284 num_examples: 62109 download_size: 43123134026 dataset_size: 95562629284 - config_name: subset_90 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 143379593708 num_examples: 93187 download_size: 64733038170 dataset_size: 143379593708 - config_name: subset_91 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95696250128 num_examples: 62196 download_size: 43134085960 dataset_size: 95696250128 - config_name: subset_92 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95934407652 num_examples: 62351 download_size: 43224929875 dataset_size: 95934407652 - config_name: subset_93 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95753580284 num_examples: 62233 download_size: 43222236201 dataset_size: 95753580284 - config_name: subset_94 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95891874916 num_examples: 62323 download_size: 43252770071 dataset_size: 95891874916 - config_name: subset_95 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95659464728 num_examples: 62172 download_size: 43086228614 dataset_size: 95659464728 - config_name: subset_96 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95794821896 num_examples: 62260 download_size: 43179370699 dataset_size: 95794821896 - config_name: subset_97 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95622506640 num_examples: 62148 download_size: 43156846644 dataset_size: 95622506640 - config_name: subset_98 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 13845628 num_examples: 9 download_size: 6713409 dataset_size: 13845628 - config_name: subset_99 features: - name: transcription sequence: int64 - name: transcription/ja_gpt3.5 sequence: int64 - name: whisper_transcription sequence: int64 - name: whisper_transcription/ja_gpt3.5 sequence: int64 - name: input_features sequence: sequence: float32 splits: - name: train num_bytes: 95636401316 num_examples: 62157 download_size: 43147436863 dataset_size: 95636401316 configs: - config_name: subset_0 data_files: - split: train path: subset_0/train-* - config_name: subset_1 data_files: - split: train path: subset_1/train-* - config_name: subset_10 data_files: - split: train path: subset_10/train-* - config_name: subset_100 data_files: - split: train path: subset_100/train-* - config_name: subset_101 data_files: - split: train path: subset_101/train-* - config_name: subset_102 data_files: - split: train path: subset_102/train-* - config_name: subset_103 data_files: - split: train path: subset_103/train-* - config_name: subset_104 data_files: - split: train path: subset_104/train-* - config_name: subset_105 data_files: - split: train path: subset_105/train-* - config_name: subset_106 data_files: - split: train path: subset_106/train-* - config_name: subset_107 data_files: - split: train path: subset_107/train-* - config_name: subset_108 data_files: - split: train path: subset_108/train-* - config_name: subset_109 data_files: - split: train path: subset_109/train-* - config_name: subset_11 data_files: - split: train path: subset_11/train-* - config_name: subset_110 data_files: - split: train path: subset_110/train-* - config_name: subset_111 data_files: - split: train path: subset_111/train-* - config_name: subset_112 data_files: - split: train path: subset_112/train-* - config_name: subset_113 data_files: - split: train path: subset_113/train-* - config_name: subset_114 data_files: - split: train path: subset_114/train-* - config_name: subset_115 data_files: - split: train path: subset_115/train-* - config_name: subset_116 data_files: - split: train path: subset_116/train-* - config_name: subset_117 data_files: - split: train path: subset_117/train-* - config_name: subset_118 data_files: - split: train path: subset_118/train-* - config_name: subset_119 data_files: - split: train path: subset_119/train-* - config_name: subset_12 data_files: - split: train path: subset_12/train-* - config_name: subset_120 data_files: - split: train path: subset_120/train-* - config_name: subset_121 data_files: - split: train path: subset_121/train-* - config_name: subset_122 data_files: - split: train path: subset_122/train-* - config_name: subset_123 data_files: - split: train path: subset_123/train-* - config_name: subset_124 data_files: - split: train path: subset_124/train-* - config_name: subset_125 data_files: - split: train path: subset_125/train-* - config_name: subset_126 data_files: - split: train path: subset_126/train-* - config_name: subset_127 data_files: - split: train path: subset_127/train-* - config_name: subset_128 data_files: - split: train path: subset_128/train-* - config_name: subset_129 data_files: - split: train path: subset_129/train-* - config_name: subset_13 data_files: - split: train path: subset_13/train-* - config_name: subset_130 data_files: - split: train path: subset_130/train-* - config_name: subset_131 data_files: - split: train path: subset_131/train-* - config_name: subset_132 data_files: - split: train path: subset_132/train-* - config_name: subset_133 data_files: - split: train path: subset_133/train-* - config_name: subset_134 data_files: - split: train path: subset_134/train-* - config_name: subset_135 data_files: - split: train path: subset_135/train-* - config_name: subset_136 data_files: - split: train path: subset_136/train-* - config_name: subset_137 data_files: - split: train path: subset_137/train-* - config_name: subset_138 data_files: - split: train path: subset_138/train-* - config_name: subset_14 data_files: - split: train path: subset_14/train-* - config_name: subset_15 data_files: - split: train path: subset_15/train-* - config_name: subset_16 data_files: - split: train path: subset_16/train-* - config_name: subset_17 data_files: - split: train path: subset_17/train-* - config_name: subset_18 data_files: - split: train path: subset_18/train-* - config_name: subset_19 data_files: - split: train path: subset_19/train-* - config_name: subset_2 data_files: - split: train path: subset_2/train-* - config_name: subset_20 data_files: - split: train path: subset_20/train-* - config_name: subset_21 data_files: - split: train path: subset_21/train-* - config_name: subset_22 data_files: - split: train path: subset_22/train-* - config_name: subset_23 data_files: - split: train path: subset_23/train-* - config_name: subset_24 data_files: - split: train path: subset_24/train-* - config_name: subset_25 data_files: - split: train path: subset_25/train-* - config_name: subset_26 data_files: - split: train path: subset_26/train-* - config_name: subset_27 data_files: - split: train path: subset_27/train-* - config_name: subset_28 data_files: - split: train path: subset_28/train-* - config_name: subset_29 data_files: - split: train path: subset_29/train-* - config_name: subset_3 data_files: - split: train path: subset_3/train-* - config_name: subset_30 data_files: - split: train path: subset_30/train-* - config_name: subset_31 data_files: - split: train path: subset_31/train-* - config_name: subset_32 data_files: - split: train path: subset_32/train-* - config_name: subset_33 data_files: - split: train path: subset_33/train-* - config_name: subset_34 data_files: - split: train path: subset_34/train-* - config_name: subset_35 data_files: - split: train path: subset_35/train-* - config_name: subset_36 data_files: - split: train path: subset_36/train-* - config_name: subset_37 data_files: - split: train path: subset_37/train-* - config_name: subset_38 data_files: - split: train path: subset_38/train-* - config_name: subset_39 data_files: - split: train path: subset_39/train-* - config_name: subset_4 data_files: - split: train path: subset_4/train-* - config_name: subset_40 data_files: - split: train path: subset_40/train-* - config_name: subset_41 data_files: - split: train path: subset_41/train-* - config_name: subset_42 data_files: - split: train path: subset_42/train-* - config_name: subset_43 data_files: - split: train path: subset_43/train-* - config_name: subset_44 data_files: - split: train path: subset_44/train-* - config_name: subset_45 data_files: - split: train path: subset_45/train-* - config_name: subset_46 data_files: - split: train path: subset_46/train-* - config_name: subset_47 data_files: - split: train path: subset_47/train-* - config_name: subset_48 data_files: - split: train path: subset_48/train-* - config_name: subset_49 data_files: - split: train path: subset_49/train-* - config_name: subset_5 data_files: - split: train path: subset_5/train-* - config_name: subset_50 data_files: - split: train path: subset_50/train-* - config_name: subset_51 data_files: - split: train path: subset_51/train-* - config_name: subset_52 data_files: - split: train path: subset_52/train-* - config_name: subset_53 data_files: - split: train path: subset_53/train-* - config_name: subset_54 data_files: - split: train path: subset_54/train-* - config_name: subset_55 data_files: - split: train path: subset_55/train-* - config_name: subset_56 data_files: - split: train path: subset_56/train-* - config_name: subset_57 data_files: - split: train path: subset_57/train-* - config_name: subset_58 data_files: - split: train path: subset_58/train-* - config_name: subset_59 data_files: - split: train path: subset_59/train-* - config_name: subset_6 data_files: - split: train path: subset_6/train-* - config_name: subset_60 data_files: - split: train path: subset_60/train-* - config_name: subset_61 data_files: - split: train path: subset_61/train-* - config_name: subset_62 data_files: - split: train path: subset_62/train-* - config_name: subset_63 data_files: - split: train path: subset_63/train-* - config_name: subset_64 data_files: - split: train path: subset_64/train-* - config_name: subset_65 data_files: - split: train path: subset_65/train-* - config_name: subset_66 data_files: - split: train path: subset_66/train-* - config_name: subset_67 data_files: - split: train path: subset_67/train-* - config_name: subset_68 data_files: - split: train path: subset_68/train-* - config_name: subset_69 data_files: - split: train path: subset_69/train-* - config_name: subset_7 data_files: - split: train path: subset_7/train-* - config_name: subset_70 data_files: - split: train path: subset_70/train-* - config_name: subset_71 data_files: - split: train path: subset_71/train-* - config_name: subset_72 data_files: - split: train path: subset_72/train-* - config_name: subset_73 data_files: - split: train path: subset_73/train-* - config_name: subset_74 data_files: - split: train path: subset_74/train-* - config_name: subset_75 data_files: - split: train path: subset_75/train-* - config_name: subset_76 data_files: - split: train path: subset_76/train-* - config_name: subset_77 data_files: - split: train path: subset_77/train-* - config_name: subset_78 data_files: - split: train path: subset_78/train-* - config_name: subset_79 data_files: - split: train path: subset_79/train-* - config_name: subset_8 data_files: - split: train path: subset_8/train-* - config_name: subset_80 data_files: - split: train path: subset_80/train-* - config_name: subset_81 data_files: - split: train path: subset_81/train-* - config_name: subset_82 data_files: - split: train path: subset_82/train-* - config_name: subset_83 data_files: - split: train path: subset_83/train-* - config_name: subset_84 data_files: - split: train path: subset_84/train-* - config_name: subset_85 data_files: - split: train path: subset_85/train-* - config_name: subset_86 data_files: - split: train path: subset_86/train-* - config_name: subset_87 data_files: - split: train path: subset_87/train-* - config_name: subset_88 data_files: - split: train path: subset_88/train-* - config_name: subset_89 data_files: - split: train path: subset_89/train-* - config_name: subset_9 data_files: - split: train path: subset_9/train-* - config_name: subset_90 data_files: - split: train path: subset_90/train-* - config_name: subset_91 data_files: - split: train path: subset_91/train-* - config_name: subset_92 data_files: - split: train path: subset_92/train-* - config_name: subset_93 data_files: - split: train path: subset_93/train-* - config_name: subset_94 data_files: - split: train path: subset_94/train-* - config_name: subset_95 data_files: - split: train path: subset_95/train-* - config_name: subset_96 data_files: - split: train path: subset_96/train-* - config_name: subset_97 data_files: - split: train path: subset_97/train-* - config_name: subset_98 data_files: - split: train path: subset_98/train-* - config_name: subset_99 data_files: - split: train path: subset_99/train-* ---
OpenDILabCommunity/LMDrive
OpenDILabCommunity
"2023-12-25T13:28:07Z"
16,178
14
[ "language:en", "license:apache-2.0", "size_categories:100K<n<1M", "format:text", "modality:text", "library:datasets", "library:mlcroissant", "arxiv:2312.07488", "region:us" ]
null
"2023-11-30T08:56:30Z"
--- configs: - config_name: default data_files: - split: train path: navigation_instruction_list.txt sep: " " default: true license: apache-2.0 language: - en size_categories: - n>1T --- # LMDrive 64K Dataset Card LMDrive Dataset consists of 64K instruction-sensor-control data clips collected in the CARLA simulator, where each clip includes one navigation instruction, several notice instructions, a sequence of multi-modal multi-view sensor data, and control signals. The duration of the clip spans from 2 to 20 seconds. ## Dataset details - `data/`: dataset folder, the entire dataset contains about 2T of data. - `data/Town01`: sub dataset folder, which only consists of the data folder for the Town01 - `data/Town02`: sub dataset folder, which only consists of the data folder for the Town02 - ... - `dataset_index.txt`: the data list for pretraining the vision encoder - `navigation_instruction_list.txt`: the data list for instruction finetuning - `notice_instruction_list.json`: the data list for instruction finetuning (optional if the notice instruction data is not engaged in the training) **Dataset date:** LMDrive-1.0 Dataset was collected in September 2023. **Paper or resources for more information:** Github: https://github.com/opendilab/LMDrive/README.md Paper: https://arxiv.org/abs/2312.07488 **License:** Attribution-NonCommercial 4.0 International **Where to send questions or comments about the model:** https://github.com/opendilab/LMDrive/issues ## Intended use **Primary intended uses:** The primary use of LMDrive is research on large multimodal models for autonomous driving. **Primary intended users:** The primary intended users of the model are researchers and hobbyists in computer vision, large multimodal model, autonomous driving, and artificial intelligence.
anon8231489123/ShareGPT_Vicuna_unfiltered
anon8231489123
"2023-04-12T05:23:59Z"
16,121
768
[ "language:en", "license:apache-2.0", "region:us" ]
null
"2023-04-02T05:30:31Z"
--- license: apache-2.0 language: - en --- **Further cleaning done. Please look through the dataset and ensure that I didn't miss anything.** **Update: Confirmed working method for training the model: https://huggingface.co/AlekseyKorshuk/vicuna-7b/discussions/4#64346c08ef6d5abefe42c12c** Two choices: - Removes instances of "I'm sorry, but": https://huggingface.co/datasets/anon8231489123/ShareGPT_Vicuna_unfiltered/blob/main/ShareGPT_V3_unfiltered_cleaned_split_no_imsorry.json - Has instances of "I'm sorry, but": https://huggingface.co/datasets/anon8231489123/ShareGPT_Vicuna_unfiltered/blob/main/ShareGPT_V3_unfiltered_cleaned_split.json The choice is yours. The first dataset may go to far and remove valuable data. The second is better for when the AI asks for clarification, but it also may refuse to do stuff like browse the internet, which it actually may be able to do with certain langchain implementations. These are important things to think about before training. ~100k ShareGPT conversations narrowed down to 53k by: * Removing non-english conversations * Removing excessive unicode (indicative of Chinese or Korean text, usually) * Removing excessive repeated characters * Removing various instances "AI Moralizing". Conversations with these phrases were removed (and a few others that can't be mentioned here): "text-based AI language model", "domestic violence", "please refrain", "derogatory", "inappropriate", "offensive", "racism", "racist", "racial", "discriminate", "discriminatory", "discrimination", "sexist", "sexism", "unacceptable", "inclusive workplace", "lgbt", "morals", "ethics", "ethical", "legality", "illegal", "illegality", "hateful", "harmful", "it is never okay", "It is important to", "It's important to", "real-world consequences", "hate speech", "glorify", "not be appropriate", "supremacist", "extremist", "responsible AI", "AI principles", "AI assistant", "an AI language", "ableist", "hurtful", "gender stereotype", "gender inequality", "underrepresentation", "safe spaces", "gender-based", "inclusivity", "feminist", "feminism", "transgender", "empowerment", "communist", "capitalism", "stereotypes", "biases", "bias", "Microaggression", "prioritize human safety", "as a language model", "as an AI language model", "As a large language model", "As an AI", "ethical principles", "consensual", "it is not appropriate", "it's not appropriate", "I cannot fulfill your request", "harmful to human beings", "ethical guidelines", "my guidelines", "prioritize user safety", "adhere to ethical guidelines", "harmful consequences", "potentially harmful", "dangerous activities", "promote safety", "well-being of all users", "responsible information sharing", "jeopardize the safety", "illegal actions or intentions", "undermine the stability", "promote the well-being", "illegal activities or actions", "adherence to the law", "potentially be harmful", "illegal substances or activities", "committed to promoting", "safe information", "lawful information", "cannot provide guidance", "cannot provide information", "unable to offer assistance", "cannot engage in discussions", "programming prohibits", "follow ethical guidelines", "ensure the safety", "involves an illegal subject", "prioritize safety", "illegal subject", "prioritize user well-being", "cannot support or promote", "activities that could harm", "pose a risk to others", "against my programming", "activities that could undermine", "potentially dangerous", "not within the scope", "designed to prioritize safety", "not able to provide", "maintain user safety", "adhere to safety guidelines", "dangerous or harmful", "cannot provide any information", "focus on promoting safety" * Conversations split into 2048 token chunks as described here: https://github.com/lm-sys/FastChat/blob/main/docs/commands/data_cleaning.md This should be fully ready to train an unfiltered english Vicuna model based on the procedure here: https://github.com/lm-sys/FastChat/
mteb/sickr-sts
mteb
"2022-09-27T19:13:22Z"
15,983
4
[ "language:en", "size_categories:1K<n<10K", "format:json", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us" ]
null
"2022-04-19T14:28:03Z"
--- language: - en ---
laion/strategic_game_chess
laion
"2023-10-20T04:14:20Z"
15,868
29
[ "license:cc-by-4.0", "size_categories:1M<n<10M", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us", "game" ]
null
"2023-06-06T02:09:13Z"
--- tags: - game pretty_name: The Chess Dataset license: cc-by-4.0 --- # Chess > Recent advancements in artificial intelligence (AI) underscore the progress of reasoning and planning shown by recent generalist machine learning (ML) models. The progress can be boosted by datasets that can further boost these generic capabilities when used for training foundation models of various kind. This research initiative has generated extensive synthetic datasets from complex games — chess, Rubik's Cube, and mazes — to study facilitation and the advancement of these critical generic skills in AI models. This dataset contains 3.2 billion games, equating to approximately 608 billion individual moves. it is generated through self-play by Stockfish engine using Fugaku and we add initial moves to expand its diversity. Each game has three columns: 'Moves', 'Termination' and 'Result', - 'Move': recorded chess moves of the whole game. - 'Termination': include CHECKMATE, INSUFFICIENT_MATERIAL, ... etc. - Please check this for detail information https://python-chess.readthedocs.io/en/latest/core.html#chess.Outcome.termination - 'Result': result of this game, 1-0, 1/2-1/2, 0-1. ### Call for Collaboration We invite interested researchers and ML practitioners to explore these datasets' potential. Whether training GPT models from scratch or fine-tuning pre-existing models, we encourage the exploration of various pre-training and fine-tuning strategies using these game-based datasets standalone or as enhancement of other already composed large-scale data. Our team is prepared to assist in securing necessary GPU resources for these explorations. We are particularly interested in collaborators eager to pre-train models of small to medium scale on our game data, subsequently transition to standard text-based training, and then perform comparative analyses against models of similar architecture trained exclusively on text data. Conclusively, this initiative marks a significant stride toward intricate problem-solving and strategic planning in AI, extending an open invitation to the research community for collaborative advancement in this domain.
yahma/alpaca-cleaned
yahma
"2023-04-10T20:29:06Z"
15,864
634
[ "task_categories:text-generation", "language:en", "license:cc-by-4.0", "size_categories:10K<n<100K", "format:json", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us", "instruction-finetuning" ]
[ "text-generation" ]
"2023-03-24T18:27:58Z"
--- license: cc-by-4.0 language: - en tags: - instruction-finetuning pretty_name: Alpaca-Cleaned task_categories: - text-generation --- # Dataset Card for Alpaca-Cleaned - **Repository:** https://github.com/gururise/AlpacaDataCleaned ## Dataset Description This is a cleaned version of the original Alpaca Dataset released by Stanford. The following issues have been identified in the original release and fixed in this dataset: 1. **Hallucinations:** Many instructions in the original dataset had instructions referencing data on the internet, which just caused GPT3 to hallucinate an answer. ``` "instruction":"Summarize the given article in 200 Words.", "input": "https://www.bbc.com/news/world-51461830", "output": "The recent protests in Belarus are part of a growing wave of discontent against the rule of Alexander Lukashenko, who has led the country since 1994. Demonstrations against his government have been ongoing since August, and come in the wake of an election widely seen as rigged. As police and security forces have cracked down on protesters, the movement has only grown, with hundreds of thousands of people taking to the streets to call for new leadership. Human rights activists have accused the government of using extreme violence in order prosecute protesters, leading to an international outcry and sanctions from the European Union. As the situation in Belarus continues to unfold, the international community is monitoring the situation closely - hoping for a peaceful resolution, while also standing firm against the oppressive tactics employed by the Belarusian state." "instruction": "Classify the following shape according to simple geometry.", "input": "<Picture Attached>", "output": "Triangle" "instruction": "Given a recent news article, write a headline for it.", "input": "https://www.news.example.com/article-1", "output": "\"NASA Launches a Mars 2020 Mission to Search for Signs of Ancient Life\"" ``` 2. **Merged Instructions:** There were many instructions that were merged together in the original dataset for some reason. ``` "instruction": "Should I invest in stocks?", "input": "", "output": "It depends on your individual situation. Investing in stocks carries a certain amount of risk but can also offer potential rewards. Make sure to research the different types of stocks, understand the risks and rewards, and develop a plan that works for you.\n##\n18. Instruction: Identify the noun in the following sentence:\n18. Input:\nThe large apple was delicious.\n18. Output:\nApple" ``` 3. **Empty outputs:** Some entries in the original dataset had empty outputs. ``` "instruction": "Calculate the area of the following shape in square centimeters.", "input": "rectangle of size 4 cm x 5 cm", "output": "" ``` 4. **Empty code examples:** Some descriptions in the original dataset were missing code examples, making it difficult to understand the intended behavior of the code. 5. **Instructions to generate images:** Some descriptions in the original dataset included instructions to generate images, something obviously not possible. ``` "instruction": "Create a graphic or logo that visually represents the word \"courage\".", "input": "", "output": "<No Output>" ``` 6. **N/A outputs:** Some code snippets in the original dataset had N/A outputs. 7. **Inconsistent input field:** The original dataset had inconsistent usage of the input field when it was supposed to be empty. ``` "input":"<no input>" "input":"No input" "input":"noinput" "input":"<noinput>" ``` 8. **Wrong answers:** Some instructions/questions in the original dataset had incorrect answers. About 80% of the math problems are estimated to have incorrect answers. ``` "instruction": "Calculate the median of the following data set.", "input": "1, 2, 4, 5, 8, 9", "output": "5" "instruction": "Convert 25m to km.", "input": "", "output": "25km" ``` 9. **Non-Sensical/Unclear instructions:** Many instructions are unclear, we try to clarify (or re-write) if instructions are non-sensical. Instructions that are slightly unclear, but where one could deduce the meaning are not altered. ``` "instruction": "Freeze the following sample of yogurt for 10 minutes.", "input": "Yogurt sample", "output": "<noinput>" "instruction": "Increase the font size to 12 points.", "input": "", "output": "The font size has been increased to 12 points." ``` 10. **Extraneous escape and control characters:** The original dataset had several entries with extraneous escape and control characters. ### Original Alpaca Dataset Summary Alpaca is a dataset of 52,000 instructions and demonstrations generated by OpenAI's `text-davinci-003` engine. This instruction data can be used to conduct instruction-tuning for language models and make the language model follow instruction better. The authors built on the data generation pipeline from [Self-Instruct framework](https://github.com/yizhongw/self-instruct) and made the following modifications: - The `text-davinci-003` engine to generate the instruction data instead of `davinci`. - A [new prompt](https://github.com/tatsu-lab/stanford_alpaca/blob/main/prompt.txt) was written that explicitly gave the requirement of instruction generation to `text-davinci-003`. - Much more aggressive batch decoding was used, i.e., generating 20 instructions at once, which significantly reduced the cost of data generation. - The data generation pipeline was simplified by discarding the difference between classification and non-classification instructions. - Only a single instance was generated for each instruction, instead of 2 to 3 instances as in Self-Instruct. This produced an instruction-following dataset with 52K examples obtained at a much lower cost (less than $500). In a preliminary study, the authors also found that the 52K generated data to be much more diverse than the data released by [Self-Instruct](https://github.com/yizhongw/self-instruct/blob/main/data/seed_tasks.jsonl). ### Supported Tasks and Leaderboards The Alpaca dataset designed for instruction training pretrained language models. ### Languages The data in Alpaca are in English (BCP-47 en). ## Dataset Structure ### Data Instances An example of "train" looks as follows: ```json { "instruction": "Create a classification task by clustering the given list of items.", "input": "Apples, oranges, bananas, strawberries, pineapples", "output": "Class 1: Apples, Oranges\nClass 2: Bananas, Strawberries\nClass 3: Pineapples", "text": "Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n\n### Instruction:\nCreate a classification task by clustering the given list of items.\n\n### Input:\nApples, oranges, bananas, strawberries, pineapples\n\n### Response:\nClass 1: Apples, Oranges\nClass 2: Bananas, Strawberries\nClass 3: Pineapples", } ``` ### Data Fields The data fields are as follows: * `instruction`: describes the task the model should perform. Each of the 52K instructions is unique. * `input`: optional context or input for the task. For example, when the instruction is "Summarize the following article", the input is the article. Around 40% of the examples have an input. * `output`: the answer to the instruction as generated by `text-davinci-003`. * `text`: the `instruction`, `input` and `output` formatted with the [prompt template](https://github.com/tatsu-lab/stanford_alpaca#data-release) used by the authors for fine-tuning their models. ### Data Splits | | train | |---------------|------:| | alpaca | 52002 | ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data #### Initial Data Collection and Normalization [More Information Needed] #### Who are the source language producers? [More Information Needed] ### Annotations #### Annotation process [More Information Needed] #### Who are the annotators? [More Information Needed] ### Personal and Sensitive Information [More Information Needed] ## Considerations for Using the Data ### Social Impact of Dataset Excerpt the [blog post](https://crfm.stanford.edu/2023/03/13/alpaca.html) accompanying the release of this dataset: > We believe that releasing the above assets will enable the academic community to perform controlled scientific studies on instruction-following language models, resulting in better science and ultimately new techniques to address the existing deficiencies with these models. At the same time, any release carries some risk. First, we recognize that releasing our training recipe reveals the feasibility of certain capabilities. On one hand, this enables more people (including bad actors) to create models that could cause harm (either intentionally or not). On the other hand, this awareness might incentivize swift defensive action, especially from the academic community, now empowered by the means to perform deeper safety research on such models. Overall, we believe that the benefits for the research community outweigh the risks of this particular release. Given that we are releasing the training recipe, we believe that releasing the data, model weights, and training code incur minimal further risk, given the simplicity of the recipe. At the same time, releasing these assets has enormous benefits for reproducible science, so that the academic community can use standard datasets, models, and code to perform controlled comparisons and to explore extensions. Deploying an interactive demo for Alpaca also poses potential risks, such as more widely disseminating harmful content and lowering the barrier for spam, fraud, or disinformation. We have put into place two risk mitigation strategies. First, we have implemented a content filter using OpenAI’s content moderation API, which filters out harmful content as defined by OpenAI’s usage policies. Second, we watermark all the model outputs using the method described in Kirchenbauer et al. 2023, so that others can detect (with some probability) whether an output comes from Alpaca 7B. Finally, we have strict terms and conditions for using the demo; it is restricted to non-commercial uses and to uses that follow LLaMA’s license agreement. We understand that these mitigation measures can be circumvented once we release the model weights or if users train their own instruction-following models. However, by installing these mitigations, we hope to advance the best practices and ultimately develop community norms for the responsible deployment of foundation models. ### Discussion of Biases [More Information Needed] ### Other Known Limitations The `alpaca` data is generated by a language model (`text-davinci-003`) and inevitably contains some errors or biases. We encourage users to use this data with caution and propose new methods to filter or improve the imperfections. ## Additional Information ### Dataset Curators [More Information Needed] ### Licensing Information The dataset is available under the [Creative Commons NonCommercial (CC BY-NC 4.0)](https://creativecommons.org/licenses/by-nc/4.0/legalcode). ### Citation Information ``` @misc{alpaca, author = {Rohan Taori and Ishaan Gulrajani and Tianyi Zhang and Yann Dubois and Xuechen Li and Carlos Guestrin and Percy Liang and Tatsunori B. Hashimoto }, title = {Stanford Alpaca: An Instruction-following LLaMA model}, year = {2023}, publisher = {GitHub}, journal = {GitHub repository}, howpublished = {\url{https://github.com/tatsu-lab/stanford_alpaca}}, } ``` ### Contributions [More Information Needed]
asahi417/seamless-align-enA-esA.speaker-embedding.xlsr-2b
asahi417
"2024-06-24T08:03:42Z"
15,815
0
[ "size_categories:100K<n<1M", "format:parquet", "modality:tabular", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-06-15T02:25:12Z"
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split: train path: subset_230/train-* - config_name: subset_231 data_files: - split: train path: subset_231/train-* - config_name: subset_232 data_files: - split: train path: subset_232/train-* - config_name: subset_233 data_files: - split: train path: subset_233/train-* - config_name: subset_234 data_files: - split: train path: subset_234/train-* - config_name: subset_235 data_files: - split: train path: subset_235/train-* - config_name: subset_236 data_files: - split: train path: subset_236/train-* - config_name: subset_237 data_files: - split: train path: subset_237/train-* - config_name: subset_238 data_files: - split: train path: subset_238/train-* - config_name: subset_239 data_files: - split: train path: subset_239/train-* - config_name: subset_24 data_files: - split: train path: subset_24/train-* - config_name: subset_240 data_files: - split: train path: subset_240/train-* - config_name: subset_241 data_files: - split: train path: subset_241/train-* - config_name: subset_242 data_files: - split: train path: subset_242/train-* - config_name: subset_243 data_files: - split: train path: subset_243/train-* - config_name: subset_244 data_files: - split: train path: subset_244/train-* - config_name: subset_245 data_files: - split: train path: subset_245/train-* - config_name: subset_246 data_files: - split: train path: subset_246/train-* - config_name: subset_247 data_files: - split: train path: subset_247/train-* - config_name: subset_248 data_files: - split: train path: subset_248/train-* - config_name: subset_249 data_files: - split: train path: subset_249/train-* - config_name: subset_25 data_files: - split: train path: subset_25/train-* - config_name: subset_250 data_files: - split: train path: subset_250/train-* - config_name: subset_251 data_files: - split: train path: subset_251/train-* - config_name: subset_252 data_files: - split: train path: subset_252/train-* - config_name: subset_253 data_files: - split: train path: subset_253/train-* - config_name: subset_254 data_files: - split: train path: subset_254/train-* - config_name: subset_255 data_files: - split: train path: subset_255/train-* - config_name: subset_256 data_files: - split: train path: subset_256/train-* - config_name: subset_257 data_files: - split: train path: subset_257/train-* - config_name: subset_258 data_files: - split: train path: subset_258/train-* - config_name: subset_259 data_files: - split: train path: subset_259/train-* - config_name: subset_26 data_files: - split: train path: subset_26/train-* - config_name: subset_260 data_files: - split: train path: subset_260/train-* - config_name: subset_261 data_files: - split: train path: subset_261/train-* - config_name: subset_262 data_files: - split: train path: subset_262/train-* - config_name: subset_263 data_files: - split: train path: subset_263/train-* - config_name: subset_264 data_files: - split: train path: subset_264/train-* - config_name: subset_265 data_files: - split: train path: subset_265/train-* - config_name: subset_266 data_files: - split: train path: subset_266/train-* - config_name: subset_267 data_files: - split: train path: subset_267/train-* - config_name: subset_268 data_files: - split: train path: subset_268/train-* - config_name: subset_269 data_files: - split: train path: subset_269/train-* - config_name: subset_27 data_files: - split: train path: subset_27/train-* - config_name: subset_270 data_files: - split: train path: subset_270/train-* - config_name: subset_271 data_files: - split: train path: subset_271/train-* - config_name: subset_272 data_files: - split: train path: subset_272/train-* - config_name: subset_273 data_files: - split: train path: subset_273/train-* - config_name: subset_274 data_files: - split: train path: subset_274/train-* - config_name: subset_275 data_files: - split: train path: subset_275/train-* - config_name: subset_276 data_files: - split: train path: subset_276/train-* - config_name: subset_277 data_files: - split: train path: subset_277/train-* - config_name: subset_278 data_files: - split: train path: subset_278/train-* - config_name: subset_279 data_files: - split: train path: subset_279/train-* - config_name: subset_28 data_files: - split: train path: subset_28/train-* - config_name: subset_280 data_files: - split: train path: subset_280/train-* - config_name: subset_281 data_files: - split: train path: subset_281/train-* - config_name: subset_282 data_files: - split: train path: subset_282/train-* - config_name: subset_283 data_files: - split: train path: subset_283/train-* - config_name: subset_284 data_files: - split: train path: subset_284/train-* - config_name: subset_285 data_files: - split: train path: subset_285/train-* - config_name: subset_286 data_files: - split: train path: subset_286/train-* - config_name: subset_287 data_files: - split: train path: subset_287/train-* - config_name: subset_288 data_files: - split: train path: subset_288/train-* - config_name: subset_289 data_files: - split: train path: subset_289/train-* - config_name: subset_29 data_files: - split: train path: subset_29/train-* - config_name: subset_290 data_files: - split: train path: subset_290/train-* - config_name: subset_291 data_files: - split: train path: subset_291/train-* - config_name: subset_292 data_files: - split: train path: subset_292/train-* - config_name: subset_293 data_files: - split: train path: subset_293/train-* - config_name: subset_294 data_files: - split: train path: subset_294/train-* - config_name: subset_295 data_files: - split: train path: subset_295/train-* - config_name: subset_296 data_files: - split: train path: subset_296/train-* - config_name: subset_297 data_files: - split: train path: subset_297/train-* - config_name: subset_298 data_files: - split: train path: subset_298/train-* - config_name: subset_299 data_files: - split: train path: subset_299/train-* - config_name: subset_3 data_files: - split: train path: subset_3/train-* - config_name: subset_30 data_files: - split: train path: subset_30/train-* - config_name: subset_300 data_files: - split: train path: subset_300/train-* - config_name: subset_301 data_files: - split: train path: subset_301/train-* - config_name: subset_302 data_files: - split: train path: subset_302/train-* - config_name: subset_303 data_files: - split: train path: subset_303/train-* - config_name: subset_304 data_files: - split: train path: subset_304/train-* - config_name: subset_305 data_files: - split: train path: subset_305/train-* - config_name: subset_306 data_files: - split: train path: subset_306/train-* - config_name: subset_307 data_files: - split: train path: subset_307/train-* - config_name: subset_308 data_files: - split: train path: subset_308/train-* - config_name: subset_309 data_files: - split: train path: subset_309/train-* - config_name: subset_31 data_files: - split: train path: subset_31/train-* - config_name: subset_310 data_files: - split: train path: subset_310/train-* - config_name: subset_311 data_files: - split: train path: subset_311/train-* - config_name: subset_312 data_files: - split: train path: subset_312/train-* - config_name: subset_313 data_files: - split: train path: subset_313/train-* - config_name: subset_314 data_files: - split: train path: subset_314/train-* - config_name: subset_315 data_files: - split: train path: subset_315/train-* - config_name: subset_316 data_files: - split: train path: subset_316/train-* - config_name: subset_317 data_files: - split: train path: subset_317/train-* - config_name: subset_318 data_files: - split: train path: subset_318/train-* - config_name: subset_319 data_files: - split: train path: subset_319/train-* - config_name: subset_32 data_files: - split: train path: subset_32/train-* - config_name: subset_320 data_files: - split: train path: subset_320/train-* - config_name: subset_321 data_files: - split: train path: subset_321/train-* - config_name: subset_322 data_files: - split: train path: subset_322/train-* - config_name: subset_323 data_files: - split: train path: subset_323/train-* - config_name: subset_324 data_files: - split: train path: subset_324/train-* - config_name: subset_325 data_files: - split: train path: subset_325/train-* - config_name: subset_326 data_files: - split: train path: subset_326/train-* - config_name: subset_327 data_files: - split: train path: subset_327/train-* - config_name: subset_328 data_files: - split: train path: subset_328/train-* - config_name: subset_329 data_files: - split: train path: subset_329/train-* - config_name: subset_33 data_files: - split: train path: subset_33/train-* - config_name: subset_330 data_files: - split: train path: subset_330/train-* - config_name: subset_331 data_files: - split: train path: subset_331/train-* - config_name: subset_332 data_files: - split: train path: subset_332/train-* - config_name: subset_333 data_files: - split: train path: subset_333/train-* - config_name: subset_334 data_files: - split: train path: subset_334/train-* - config_name: subset_335 data_files: - split: train path: subset_335/train-* - config_name: subset_336 data_files: - split: train path: subset_336/train-* - config_name: subset_337 data_files: - split: train path: subset_337/train-* - config_name: subset_338 data_files: - split: train path: subset_338/train-* - config_name: subset_339 data_files: - split: train path: subset_339/train-* - config_name: subset_34 data_files: - split: train path: subset_34/train-* - config_name: subset_340 data_files: - split: train path: subset_340/train-* - config_name: subset_341 data_files: - split: train path: subset_341/train-* - config_name: subset_342 data_files: - split: train path: subset_342/train-* - config_name: subset_343 data_files: - split: train path: subset_343/train-* - config_name: subset_344 data_files: - split: train path: subset_344/train-* - config_name: subset_345 data_files: - split: train path: subset_345/train-* - config_name: subset_346 data_files: - split: train path: subset_346/train-* - config_name: subset_347 data_files: - split: train path: subset_347/train-* - config_name: subset_348 data_files: - split: train path: subset_348/train-* - config_name: subset_349 data_files: - split: train path: subset_349/train-* - config_name: subset_35 data_files: - split: train path: subset_35/train-* - config_name: subset_350 data_files: - split: train path: subset_350/train-* - config_name: subset_351 data_files: - split: train path: subset_351/train-* - config_name: subset_352 data_files: - split: train path: subset_352/train-* - config_name: subset_353 data_files: - split: train path: subset_353/train-* - config_name: subset_354 data_files: - split: train path: subset_354/train-* - config_name: subset_355 data_files: - split: train path: subset_355/train-* - config_name: subset_356 data_files: - split: train path: subset_356/train-* - config_name: subset_357 data_files: - split: train path: subset_357/train-* - config_name: subset_358 data_files: - split: train path: subset_358/train-* - config_name: subset_359 data_files: - split: train path: subset_359/train-* - config_name: subset_36 data_files: - split: train path: subset_36/train-* - config_name: subset_360 data_files: - split: train path: subset_360/train-* - config_name: subset_361 data_files: - split: train path: subset_361/train-* - config_name: subset_362 data_files: - split: train path: subset_362/train-* - config_name: subset_363 data_files: - split: train path: subset_363/train-* - config_name: subset_364 data_files: - split: train path: subset_364/train-* - config_name: subset_365 data_files: - split: train path: subset_365/train-* - config_name: subset_366 data_files: - split: train path: subset_366/train-* - config_name: subset_367 data_files: - split: train path: subset_367/train-* - config_name: subset_368 data_files: - split: train path: subset_368/train-* - config_name: subset_369 data_files: - split: train path: subset_369/train-* - config_name: subset_37 data_files: - split: train path: subset_37/train-* - config_name: subset_370 data_files: - split: train path: subset_370/train-* - config_name: subset_371 data_files: - split: train path: subset_371/train-* - config_name: subset_372 data_files: - split: train path: subset_372/train-* - config_name: subset_373 data_files: - split: train path: subset_373/train-* - config_name: subset_374 data_files: - split: train path: subset_374/train-* - config_name: subset_375 data_files: - split: train path: subset_375/train-* - config_name: subset_376 data_files: - split: train path: subset_376/train-* - config_name: subset_377 data_files: - split: train path: subset_377/train-* - config_name: subset_378 data_files: - split: train path: subset_378/train-* - config_name: subset_379 data_files: - split: train path: subset_379/train-* - config_name: subset_38 data_files: - split: train path: subset_38/train-* - config_name: subset_380 data_files: - split: train path: subset_380/train-* - config_name: subset_381 data_files: - split: train path: subset_381/train-* - config_name: subset_382 data_files: - split: train path: subset_382/train-* - config_name: subset_383 data_files: - split: train path: subset_383/train-* - config_name: subset_384 data_files: - split: train path: subset_384/train-* - config_name: subset_385 data_files: - split: train path: subset_385/train-* - config_name: subset_386 data_files: - split: train path: subset_386/train-* - config_name: subset_387 data_files: - split: train path: subset_387/train-* - config_name: subset_388 data_files: - split: train path: subset_388/train-* - config_name: subset_389 data_files: - split: train path: subset_389/train-* - config_name: subset_39 data_files: - split: train path: subset_39/train-* - config_name: subset_390 data_files: - split: train path: subset_390/train-* - config_name: subset_391 data_files: - split: train path: subset_391/train-* - config_name: subset_392 data_files: - split: train path: subset_392/train-* - config_name: subset_393 data_files: - split: train path: subset_393/train-* - config_name: subset_394 data_files: - split: train path: subset_394/train-* - config_name: subset_395 data_files: - split: train path: subset_395/train-* - config_name: subset_396 data_files: - split: train path: subset_396/train-* - config_name: subset_397 data_files: - split: train path: subset_397/train-* - config_name: subset_398 data_files: - split: train path: subset_398/train-* - config_name: subset_399 data_files: - split: train path: subset_399/train-* - config_name: subset_4 data_files: - split: train path: subset_4/train-* - config_name: subset_40 data_files: - split: train path: subset_40/train-* - config_name: subset_400 data_files: - split: train path: subset_400/train-* - config_name: subset_401 data_files: - split: train path: subset_401/train-* - config_name: subset_402 data_files: - split: train path: subset_402/train-* - config_name: subset_403 data_files: - split: train path: subset_403/train-* - config_name: subset_404 data_files: - split: train path: subset_404/train-* - config_name: subset_405 data_files: - split: train path: subset_405/train-* - config_name: subset_406 data_files: - split: train path: subset_406/train-* - config_name: subset_407 data_files: - split: train path: subset_407/train-* - config_name: subset_408 data_files: - split: train path: subset_408/train-* - config_name: subset_409 data_files: - split: train path: subset_409/train-* - config_name: subset_41 data_files: - split: train path: subset_41/train-* - config_name: subset_410 data_files: - split: train path: subset_410/train-* - config_name: subset_411 data_files: - split: train path: subset_411/train-* - config_name: subset_412 data_files: - split: train path: subset_412/train-* - config_name: subset_413 data_files: - split: train path: subset_413/train-* - config_name: subset_414 data_files: - split: train path: subset_414/train-* - config_name: subset_415 data_files: - split: train path: subset_415/train-* - config_name: subset_416 data_files: - split: train path: subset_416/train-* - config_name: subset_417 data_files: - split: train path: subset_417/train-* - config_name: subset_418 data_files: - split: train path: subset_418/train-* - config_name: subset_419 data_files: - split: train path: subset_419/train-* - config_name: subset_42 data_files: - split: train path: subset_42/train-* - config_name: subset_420 data_files: - split: train path: subset_420/train-* - config_name: subset_421 data_files: - split: train path: subset_421/train-* - config_name: subset_422 data_files: - split: train path: subset_422/train-* - config_name: subset_423 data_files: - split: train path: subset_423/train-* - config_name: subset_424 data_files: - split: train path: subset_424/train-* - config_name: subset_425 data_files: - split: train path: subset_425/train-* - config_name: subset_426 data_files: - split: train path: subset_426/train-* - config_name: subset_427 data_files: - split: train path: subset_427/train-* - config_name: subset_428 data_files: - split: train path: subset_428/train-* - config_name: subset_429 data_files: - split: train path: subset_429/train-* - config_name: subset_43 data_files: - split: train path: subset_43/train-* - config_name: subset_430 data_files: - split: train path: subset_430/train-* - config_name: subset_431 data_files: - split: train path: subset_431/train-* - config_name: subset_432 data_files: - split: train path: subset_432/train-* - config_name: subset_433 data_files: - split: train path: subset_433/train-* - config_name: subset_434 data_files: - split: train path: subset_434/train-* - config_name: subset_435 data_files: - split: train path: subset_435/train-* - config_name: subset_436 data_files: - split: train path: subset_436/train-* - config_name: subset_437 data_files: - split: train path: subset_437/train-* - config_name: subset_438 data_files: - split: train path: subset_438/train-* - config_name: subset_439 data_files: - split: train path: subset_439/train-* - config_name: subset_44 data_files: - split: train path: subset_44/train-* - config_name: subset_440 data_files: - split: train path: subset_440/train-* - config_name: subset_441 data_files: - split: train path: subset_441/train-* - config_name: subset_442 data_files: - split: train path: subset_442/train-* - config_name: subset_443 data_files: - split: train path: subset_443/train-* - config_name: subset_444 data_files: - split: train path: subset_444/train-* - config_name: subset_445 data_files: - split: train path: subset_445/train-* - config_name: subset_446 data_files: - split: train path: subset_446/train-* - config_name: subset_447 data_files: - split: train path: subset_447/train-* - config_name: subset_448 data_files: - split: train path: subset_448/train-* - config_name: subset_449 data_files: - split: train path: subset_449/train-* - config_name: subset_45 data_files: - split: train path: subset_45/train-* - config_name: subset_450 data_files: - split: train path: subset_450/train-* - config_name: subset_451 data_files: - split: train path: subset_451/train-* - config_name: subset_452 data_files: - split: train path: subset_452/train-* - config_name: subset_453 data_files: - split: train path: subset_453/train-* - config_name: subset_454 data_files: - split: train path: subset_454/train-* - config_name: subset_455 data_files: - split: train path: subset_455/train-* - config_name: subset_456 data_files: - split: train path: subset_456/train-* - config_name: subset_457 data_files: - split: train path: subset_457/train-* - config_name: subset_458 data_files: - split: train path: subset_458/train-* - config_name: subset_459 data_files: - split: train path: subset_459/train-* - config_name: subset_46 data_files: - split: train path: subset_46/train-* - config_name: subset_460 data_files: - split: train path: subset_460/train-* - config_name: subset_461 data_files: - split: train path: subset_461/train-* - config_name: subset_462 data_files: - split: train path: subset_462/train-* - config_name: subset_463 data_files: - split: train path: subset_463/train-* - config_name: subset_464 data_files: - split: train path: subset_464/train-* - config_name: subset_465 data_files: - split: train path: subset_465/train-* - config_name: subset_466 data_files: - split: train path: subset_466/train-* - config_name: subset_467 data_files: - split: train path: subset_467/train-* - config_name: subset_468 data_files: - split: train path: subset_468/train-* - config_name: subset_469 data_files: - split: train path: subset_469/train-* - config_name: subset_47 data_files: - split: train path: subset_47/train-* - config_name: subset_470 data_files: - split: train path: subset_470/train-* - config_name: subset_471 data_files: - split: train path: subset_471/train-* - config_name: subset_472 data_files: - split: train path: subset_472/train-* - config_name: subset_473 data_files: - split: train path: subset_473/train-* - config_name: subset_474 data_files: - split: train path: subset_474/train-* - config_name: subset_475 data_files: - split: train path: subset_475/train-* - config_name: subset_476 data_files: - split: train path: subset_476/train-* - config_name: subset_477 data_files: - split: train path: subset_477/train-* - config_name: subset_478 data_files: - split: train path: subset_478/train-* - config_name: subset_479 data_files: - split: train path: subset_479/train-* - config_name: subset_48 data_files: - split: train path: subset_48/train-* - config_name: subset_480 data_files: - split: train path: subset_480/train-* - config_name: subset_481 data_files: - split: train path: subset_481/train-* - config_name: subset_482 data_files: - split: train path: subset_482/train-* - config_name: subset_483 data_files: - split: train path: subset_483/train-* - config_name: subset_484 data_files: - split: train path: subset_484/train-* - config_name: subset_485 data_files: - split: train path: subset_485/train-* - config_name: subset_486 data_files: - split: train path: subset_486/train-* - config_name: subset_487 data_files: - split: train path: subset_487/train-* - config_name: subset_488 data_files: - split: train path: subset_488/train-* - config_name: subset_489 data_files: - split: train path: subset_489/train-* - config_name: subset_49 data_files: - split: train path: subset_49/train-* - config_name: subset_490 data_files: - split: train path: subset_490/train-* - config_name: subset_491 data_files: - split: train path: subset_491/train-* - config_name: subset_492 data_files: - split: train path: subset_492/train-* - config_name: subset_493 data_files: - split: train path: subset_493/train-* - config_name: subset_494 data_files: - split: train path: subset_494/train-* - config_name: subset_495 data_files: - split: train path: subset_495/train-* - config_name: subset_496 data_files: - split: train path: subset_496/train-* - config_name: subset_497 data_files: - split: train path: subset_497/train-* - config_name: subset_498 data_files: - split: train path: subset_498/train-* - config_name: subset_499 data_files: - split: train path: subset_499/train-* - config_name: subset_5 data_files: - split: train path: subset_5/train-* - config_name: subset_50 data_files: - split: train path: subset_50/train-* - config_name: subset_500 data_files: - split: train path: subset_500/train-* - config_name: subset_501 data_files: - split: train path: subset_501/train-* - config_name: subset_502 data_files: - split: train path: subset_502/train-* - config_name: subset_503 data_files: - split: train path: subset_503/train-* - config_name: subset_504 data_files: - split: train path: subset_504/train-* - config_name: subset_505 data_files: - split: train path: subset_505/train-* - config_name: subset_506 data_files: - split: train path: subset_506/train-* - config_name: subset_507 data_files: - split: train path: subset_507/train-* - config_name: subset_508 data_files: - split: train path: subset_508/train-* - config_name: subset_509 data_files: - split: train path: subset_509/train-* - config_name: subset_51 data_files: - split: train path: subset_51/train-* - config_name: subset_510 data_files: - split: train path: subset_510/train-* - config_name: subset_511 data_files: - split: train path: subset_511/train-* - config_name: subset_512 data_files: - split: train path: subset_512/train-* - config_name: subset_513 data_files: - split: train path: subset_513/train-* - config_name: subset_514 data_files: - split: train path: subset_514/train-* - config_name: subset_515 data_files: - split: train path: subset_515/train-* - config_name: subset_516 data_files: - split: train path: subset_516/train-* - config_name: subset_517 data_files: - split: train path: subset_517/train-* - config_name: subset_518 data_files: - split: train path: subset_518/train-* - config_name: subset_519 data_files: - split: train path: subset_519/train-* - config_name: subset_52 data_files: - split: train path: subset_52/train-* - config_name: subset_520 data_files: - split: train path: subset_520/train-* - config_name: subset_521 data_files: - split: train path: subset_521/train-* - config_name: subset_522 data_files: - split: train path: subset_522/train-* - config_name: subset_523 data_files: - split: train path: subset_523/train-* - config_name: subset_524 data_files: - split: train path: subset_524/train-* - config_name: subset_525 data_files: - split: train path: subset_525/train-* - config_name: subset_526 data_files: - split: train path: subset_526/train-* - config_name: subset_527 data_files: - split: train path: subset_527/train-* - config_name: subset_528 data_files: - split: train path: subset_528/train-* - config_name: subset_529 data_files: - split: train path: subset_529/train-* - config_name: subset_53 data_files: - split: train path: subset_53/train-* - config_name: subset_530 data_files: - split: train path: subset_530/train-* - config_name: subset_531 data_files: - split: train path: subset_531/train-* - config_name: subset_532 data_files: - split: train path: subset_532/train-* - config_name: subset_54 data_files: - split: train path: subset_54/train-* - config_name: subset_55 data_files: - split: train path: subset_55/train-* - config_name: subset_56 data_files: - split: train path: subset_56/train-* - config_name: subset_57 data_files: - split: train path: subset_57/train-* - config_name: subset_58 data_files: - split: train path: subset_58/train-* - config_name: subset_59 data_files: - split: train path: subset_59/train-* - config_name: subset_6 data_files: - split: train path: subset_6/train-* - config_name: subset_60 data_files: - split: train path: subset_60/train-* - config_name: subset_61 data_files: - split: train path: subset_61/train-* - config_name: subset_62 data_files: - split: train path: subset_62/train-* - config_name: subset_63 data_files: - split: train path: subset_63/train-* - config_name: subset_64 data_files: - split: train path: subset_64/train-* - config_name: subset_65 data_files: - split: train path: subset_65/train-* - config_name: subset_66 data_files: - split: train path: subset_66/train-* - config_name: subset_67 data_files: - split: train path: subset_67/train-* - config_name: subset_68 data_files: - split: train path: subset_68/train-* - config_name: subset_69 data_files: - split: train path: subset_69/train-* - config_name: subset_7 data_files: - split: train path: subset_7/train-* - config_name: subset_70 data_files: - split: train path: subset_70/train-* - config_name: subset_71 data_files: - split: train path: subset_71/train-* - config_name: subset_72 data_files: - split: train path: subset_72/train-* - config_name: subset_73 data_files: - split: train path: subset_73/train-* - config_name: subset_74 data_files: - split: train path: subset_74/train-* - config_name: subset_75 data_files: - split: train path: subset_75/train-* - config_name: subset_76 data_files: - split: train path: subset_76/train-* - config_name: subset_77 data_files: - split: train path: subset_77/train-* - config_name: subset_78 data_files: - split: train path: subset_78/train-* - config_name: subset_79 data_files: - split: train path: subset_79/train-* - config_name: subset_8 data_files: - split: train path: subset_8/train-* - config_name: subset_80 data_files: - split: train path: subset_80/train-* - config_name: subset_81 data_files: - split: train path: subset_81/train-* - config_name: subset_82 data_files: - split: train path: subset_82/train-* - config_name: subset_83 data_files: - split: train path: subset_83/train-* - config_name: subset_84 data_files: - split: train path: subset_84/train-* - config_name: subset_85 data_files: - split: train path: subset_85/train-* - config_name: subset_86 data_files: - split: train path: subset_86/train-* - config_name: subset_87 data_files: - split: train path: subset_87/train-* - config_name: subset_88 data_files: - split: train path: subset_88/train-* - config_name: subset_89 data_files: - split: train path: subset_89/train-* - config_name: subset_9 data_files: - split: train path: subset_9/train-* - config_name: subset_90 data_files: - split: train path: subset_90/train-* - config_name: subset_91 data_files: - split: train path: subset_91/train-* - config_name: subset_92 data_files: - split: train path: subset_92/train-* - config_name: subset_93 data_files: - split: train path: subset_93/train-* - config_name: subset_94 data_files: - split: train path: subset_94/train-* - config_name: subset_95 data_files: - split: train path: subset_95/train-* - config_name: subset_96 data_files: - split: train path: subset_96/train-* - config_name: subset_97 data_files: - split: train path: subset_97/train-* - config_name: subset_98 data_files: - split: train path: subset_98/train-* - config_name: subset_99 data_files: - split: train path: subset_99/train-* ---
databricks/databricks-dolly-15k
databricks
"2023-06-30T18:34:13Z"
15,771
791
[ "task_categories:question-answering", "task_categories:summarization", "language:en", "license:cc-by-sa-3.0", "size_categories:10K<n<100K", "format:json", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "arxiv:2203.02155", "region:us" ]
[ "question-answering", "summarization" ]
"2023-04-11T16:43:13Z"
--- license: cc-by-sa-3.0 task_categories: - question-answering - summarization language: - en size_categories: - 10K<n<100K --- # Summary `databricks-dolly-15k` is an open source dataset of instruction-following records generated by thousands of Databricks employees in several of the behavioral categories outlined in the [InstructGPT](https://arxiv.org/abs/2203.02155) paper, including brainstorming, classification, closed QA, generation, information extraction, open QA, and summarization. This dataset can be used for any purpose, whether academic or commercial, under the terms of the [Creative Commons Attribution-ShareAlike 3.0 Unported License](https://creativecommons.org/licenses/by-sa/3.0/legalcode). Supported Tasks: - Training LLMs - Synthetic Data Generation - Data Augmentation Languages: English Version: 1.0 **Owner: Databricks, Inc.** # Dataset Overview `databricks-dolly-15k` is a corpus of more than 15,000 records generated by thousands of Databricks employees to enable large language models to exhibit the magical interactivity of ChatGPT. Databricks employees were invited to create prompt / response pairs in each of eight different instruction categories, including the seven outlined in the InstructGPT paper, as well as an open-ended free-form category. The contributors were instructed to avoid using information from any source on the web with the exception of Wikipedia (for particular subsets of instruction categories), and explicitly instructed to avoid using generative AI in formulating instructions or responses. Examples of each behavior were provided to motivate the types of questions and instructions appropriate to each category. Halfway through the data generation process, contributors were given the option of answering questions posed by other contributors. They were asked to rephrase the original question and only select questions they could be reasonably expected to answer correctly. For certain categories contributors were asked to provide reference texts copied from Wikipedia. Reference text (indicated by the `context` field in the actual dataset) may contain bracketed Wikipedia citation numbers (e.g. `[42]`) which we recommend users remove for downstream applications. # Intended Uses While immediately valuable for instruction fine tuning large language models, as a corpus of human-generated instruction prompts, this dataset also presents a valuable opportunity for synthetic data generation in the methods outlined in the Self-Instruct paper. For example, contributor--generated prompts could be submitted as few-shot examples to a large open language model to generate a corpus of millions of examples of instructions in each of the respective InstructGPT categories. Likewise, both the instructions and responses present fertile ground for data augmentation. A paraphrasing model might be used to restate each prompt or short responses, with the resulting text associated to the respective ground-truth sample. Such an approach might provide a form of regularization on the dataset that could allow for more robust instruction-following behavior in models derived from these synthetic datasets. # Dataset ## Purpose of Collection As part of our continuing commitment to open source, Databricks developed what is, to the best of our knowledge, the first open source, human-generated instruction corpus specifically designed to enable large language models to exhibit the magical interactivity of ChatGPT. Unlike other datasets that are limited to non-commercial use, this dataset can be used, modified, and extended for any purpose, including academic or commercial applications. ## Sources - **Human-generated data**: Databricks employees were invited to create prompt / response pairs in each of eight different instruction categories. - **Wikipedia**: For instruction categories that require an annotator to consult a reference text (information extraction, closed QA, summarization) contributors selected passages from Wikipedia for particular subsets of instruction categories. No guidance was given to annotators as to how to select the target passages. ## Annotator Guidelines To create a record, employees were given a brief description of the annotation task as well as examples of the types of prompts typical of each annotation task. Guidelines were succinct by design so as to encourage a high task completion rate, possibly at the cost of rigorous compliance to an annotation rubric that concretely and reliably operationalizes the specific task. Caveat emptor. The annotation guidelines for each of the categories are as follows: - **Creative Writing**: Write a question or instruction that requires a creative, open-ended written response. The instruction should be reasonable to ask of a person with general world knowledge and should not require searching. In this task, your prompt should give very specific instructions to follow. Constraints, instructions, guidelines, or requirements all work, and the more of them the better. - **Closed QA**: Write a question or instruction that requires factually correct response based on a passage of text from Wikipedia. The question can be complex and can involve human-level reasoning capabilities, but should not require special knowledge. To create a question for this task include both the text of the question as well as the reference text in the form. - **Open QA**: Write a question that can be answered using general world knowledge or at most a single search. This task asks for opinions and facts about the world at large and does not provide any reference text for consultation. - **Summarization**: Give a summary of a paragraph from Wikipedia. Please don't ask questions that will require more than 3-5 minutes to answer. To create a question for this task include both the text of the question as well as the reference text in the form. - **Information Extraction**: These questions involve reading a paragraph from Wikipedia and extracting information from the passage. Everything required to produce an answer (e.g. a list, keywords etc) should be included in the passages. To create a question for this task include both the text of the question as well as the reference text in the form. - **Classification**: These prompts contain lists or examples of entities to be classified, e.g. movie reviews, products, etc. In this task the text or list of entities under consideration is contained in the prompt (e.g. there is no reference text.). You can choose any categories for classification you like, the more diverse the better. - **Brainstorming**: Think up lots of examples in response to a question asking to brainstorm ideas. ## Personal or Sensitive Data This dataset contains public information (e.g., some information from Wikipedia). To our knowledge, there are no private person’s personal identifiers or sensitive information. ## Language American English # Known Limitations - Wikipedia is a crowdsourced corpus and the contents of this dataset may reflect the bias, factual errors and topical focus found in Wikipedia - Some annotators may not be native English speakers - Annotator demographics and subject matter may reflect the makeup of Databricks employees # Citation ``` @online{DatabricksBlog2023DollyV2, author = {Mike Conover and Matt Hayes and Ankit Mathur and Jianwei Xie and Jun Wan and Sam Shah and Ali Ghodsi and Patrick Wendell and Matei Zaharia and Reynold Xin}, title = {Free Dolly: Introducing the World's First Truly Open Instruction-Tuned LLM}, year = {2023}, url = {https://www.databricks.com/blog/2023/04/12/dolly-first-open-commercially-viable-instruction-tuned-llm}, urldate = {2023-06-30} } ``` # License/Attribution **Copyright (2023) Databricks, Inc.** This dataset was developed at Databricks (https://www.databricks.com) and its use is subject to the CC BY-SA 3.0 license. Certain categories of material in the dataset include materials from the following sources, licensed under the CC BY-SA 3.0 license: Wikipedia (various pages) - https://www.wikipedia.org/ Copyright © Wikipedia editors and contributors.
philschmid/llama2-german-corpus-tokenized-llama-chunk-4096
philschmid
"2023-08-18T17:33:00Z"
15,730
0
[ "size_categories:10M<n<100M", "format:parquet", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2023-08-18T10:51:09Z"
--- dataset_info: features: - name: input_ids sequence: int32 - name: token_type_ids sequence: int8 - name: attention_mask sequence: int8 - name: labels sequence: int64 splits: - name: train num_bytes: 1190392538880 num_examples: 20753008 download_size: 307400657843 dataset_size: 1190392538880 --- # Dataset Card for "llama2-german-corpus-tokenized-llama-chunk-4096" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
HuggingFaceM4/OBELICS
HuggingFaceM4
"2023-08-22T20:50:09Z"
15,709
148
[ "language:en", "license:cc-by-4.0", "size_categories:100M<n<1B", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2306.16527", "region:us" ]
null
"2023-05-30T23:06:14Z"
--- language: - en license: cc-by-4.0 size_categories: - 100M<n<1B pretty_name: OBELICS configs: - config_name: default data_files: - split: train path: data/train-* - config_name: opt_out_docs_removed_2023_07_12 data_files: - split: train path: opt_out_docs_removed_2023_07_12/train-* dataset_info: - config_name: default features: - name: images sequence: string - name: metadata dtype: string - name: general_metadata dtype: string - name: texts sequence: string splits: - name: train num_bytes: 715724717192 num_examples: 141047697 download_size: 71520629655 dataset_size: 715724717192 - config_name: opt_out_docs_removed_2023_07_12 features: - name: images sequence: string - name: metadata dtype: string - name: general_metadata dtype: string - name: texts sequence: string splits: - name: train num_bytes: 684638314215 num_examples: 134648855 download_size: 266501092920 dataset_size: 684638314215 --- # Dataset Card for OBELICS ## Dataset Description - **Visualization of OBELICS web documents:** https://huggingface.co/spaces/HuggingFaceM4/obelics_visualization - **Paper:** [OBELICS: An Open Web-Scale Filtered Dataset of Interleaved Image-Text Documents](https://arxiv.org/abs/2306.16527) - **Repository:** https://github.com/huggingface/OBELICS - **Point of Contact: hugo@huggingface.co** `OBELICS` is an open, massive, and curated collection of interleaved image-text web documents, containing 141M English documents, 115B text tokens, and 353M images, extracted from Common Crawl dumps between February 2020 and February 2023. The collection and filtering steps are described in our [paper](https://huggingface.co/papers/2306.16527). Interleaved image-text web documents are a succession of text paragraphs interleaved by images, such as web pages that contain images. Models trained on these web documents outperform vision and language models trained solely on image-text pairs on various benchmarks. They can also generate long and coherent text about a set of multiple images. As an example, we trained [IDEFICS](https://huggingface.co/HuggingFaceM4/idefics-80b), a visual language model that accepts arbitrary sequences of image and text inputs and produces text outputs. We provide an [interactive visualization](https://atlas.nomic.ai/map/f2fba2aa-3647-4f49-a0f3-9347daeee499/ee4a84bd-f125-4bcc-a683-1b4e231cb10f) of OBELICS that allows exploring the content of OBELICS. The map shows a subset of 11M of the 141M documents. [![OBELICS Nomic map](assets/nomic_map.png)](https://atlas.nomic.ai/map/f2fba2aa-3647-4f49-a0f3-9347daeee499/ee4a84bd-f125-4bcc-a683-1b4e231cb10f) ## Data Fields An example of a sample looks as follows: ``` # The example has been cropped { 'images': [ 'https://cdn.motor1.com/images/mgl/oRKO0/s1/lamborghini-urus-original-carbon-fiber-accessories.jpg', None ], 'metadata': '[{"document_url": "https://lamborghinichat.com/forum/news/vw-group-allegedly-receives-offer-to-sell-lamborghini-for-9-2-billion.728/", "unformatted_src": "https://cdn.motor1.com/images/mgl/oRKO0/s1/lamborghini-urus-original-carbon-fiber-accessories.jpg", "src": "https://cdn.motor1.com/images/mgl/oRKO0/s1/lamborghini-urus-original-carbon-fiber-accessories.jpg", "formatted_filename": "lamborghini urus original carbon fiber accessories", "alt_text": "VW Group Allegedly Receives Offer To Sell Lamborghini For $9.2 Billion", "original_width": 1920, "original_height": 1080, "format": "jpeg"}, null]', 'general_metadata': '{"url": "https://lamborghinichat.com/forum/news/vw-group-allegedly-receives-offer-to-sell-lamborghini-for-9-2-billion.728/", "warc_filename": "crawl-data/CC-MAIN-2021-25/segments/1623488528979.69/warc/CC-MAIN-20210623011557-20210623041557-00312.warc.gz", "warc_record_offset": 322560850, "warc_record_length": 17143}', 'texts': [ None, 'The buyer would get everything, including Lambo\'s headquarters.\n\nThe investment groupQuantum Group AG has submitted a€7.5 billion ($9.2 billion at current exchange rates) offer to purchase Lamborghini from Volkswagen Group, Autocar reports. There\'s no info yet about whether VW intends to accept the offer or further negotiate the deal.\n\nQuantum ... Group Chief Executive Herbert Diess said at the time.' ] } ``` Each sample is composed of the same 4 fields: `images`, `texts`, `metadata`, and `general_metadata`. `images` and `texts` are two lists of the same size, where for each index, one element and only one is not `None`. For example, for the interleaved web document `<image_1>text<image_2>`, we would find `[image_1, None, image_2]` in `images` and `[None, text, None]` in `texts`. The images are replaced by their URLs, and the users need to download the images, for instance, with the library [img2dataset](https://github.com/rom1504/img2dataset). `metadata` is the string representation of a list containing information about each of the images. It has the same length as `texts` and `images` and logs for each image relevant information such as original source document, unformatted source, alternative text if present, etc. `general_metadata` is the string representation of a dictionary containing the URL of the document, and information regarding the extraction from Common Crawl snapshots. ## Size and Data Splits There is only one split, `train`, that contains 141,047,697 documents. `OBELICS` with images replaced by their URLs weighs 666.6 GB (😈) in arrow format and 377 GB in the uploaded `parquet` format. ## Considerations for Using the Data ### Discussion of Biases A subset of this dataset `train`, of ~50k was evaluated using the Data Measurements Tool, with a particular focus on the nPMI metric > nPMI scores for a word help to identify potentially problematic associations, ranked by how close the association is. > nPMI bias scores for paired words help to identify how word associations are skewed between the selected selected words (Aka et al., 2021). > You can select from gender and sexual orientation identity terms that appear in the dataset at least 10 times. > The resulting ranked words are those that co-occur with both identity terms. > The more positive the score, the more associated the word is with the first identity term. The more negative the score, the more associated the word is with the second identity term. While there was a positive skew of words relating occupations e.g _`government`_, _`jobs`_ towards she, her, and similar attributions of the masculine and feminine words to they and them, more harmful words attributions such as _`escort`_ and even _`colour`_ presented with greater attributions to she, her and him, his, respectively. ![Data Measurement Tool Associations Eval](assets/DMT_eval.png) We welcome users to explore the [Data Measurements nPMI Visualitons for OBELICS](https://huggingface.co/spaces/HuggingFaceM4/IDEFICS_Data_Measurement_Tool) further and to see the [idefics-9b model card](https://huggingface.co/HuggingFaceM4/idefics-9b) for further Bias considerations. ## Opted-out content To respect the preferences of content creators, we removed from OBELICS all images for which creators explicitly opted out of AI model training. We used the [Spawning API](https://api.spawning.ai/spawning-api) to verify that the images in the dataset respect the original copyright owners’ choices. However, due to an error on our side, we did not remove entire documents (i.e., URLs) that opted out of AI model training. As of July 12, 2023, it represents 4.25% of the totality of OBELICS. The config `opt_out_docs_removed_2023_07_12` applies the correct filtering at the web document level as of July 2023: `ds = load_dataset("HuggingFaceM4/OBELICS", "opt_out_docs_removed_2023_07_12")`. We recommend users of OBELICS to regularly check every document against the API. ## Content warnings Despite our efforts in filtering, OBELICS contains a small proportion of documents that are not suitable for all audiences. For instance, while navigating the interactive map, you might find the cluster named "Sex" which predominantly contains descriptions of pornographic movies along with pornographic images. Other clusters would contain advertising for sex workers or reports of violent shootings. In our experience, these documents represent a small proportion of all the documents. ## Terms of Use By using the dataset, you agree to comply with the original licenses of the source content as well as the dataset license (CC-BY-4.0). Additionally, if you use this dataset to train a Machine Learning model, you agree to disclose your use of the dataset when releasing the model or an ML application using the model. ### Licensing Information License CC-BY-4.0. ### Citation Information If you are using this dataset, please cite ``` @misc{laurencon2023obelics, title={OBELICS: An Open Web-Scale Filtered Dataset of Interleaved Image-Text Documents}, author={Hugo Laurençon and Lucile Saulnier and Léo Tronchon and Stas Bekman and Amanpreet Singh and Anton Lozhkov and Thomas Wang and Siddharth Karamcheti and Alexander M. Rush and Douwe Kiela and Matthieu Cord and Victor Sanh}, year={2023}, eprint={2306.16527}, archivePrefix={arXiv}, primaryClass={cs.IR} } ```
livecodebench/code_generation_lite
livecodebench
"2025-01-14T18:03:07Z"
15,410
19
[ "license:cc", "size_categories:n<1K", "arxiv:2403.07974", "region:us", "code", "code generation" ]
null
"2024-04-16T04:46:53Z"
--- license: cc tags: - code - code generation pretty_name: LiveCodeBench size_categories: - n<1K --- ## LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code <p align="center"> <a href="https://livecodebench.github.io/">🏠 Home Page</a> • <a href="https://github.com/LiveCodeBench/LiveCodeBench">💻 GitHub Repository </a> • <a href="https://livecodebench.github.io/leaderboard.html">🏆 Leaderboard</a> • <a href="https://arxiv.org/abs/2403.07974">📄 Paper </a> </p> ![LiveCodeBench](images/lcb.png) ## Change Log Since LiveCodeBench is a continuously updated benchmark, we provide different versions of the dataset. Particularly, we provide the following versions of the dataset: - `release_v1`: The initial release of the dataset with problems released between May 2023 and Mar 2024 containing 400 problems. - `release_v2`: The updated release of the dataset with problems released between May 2023 and May 2024 containing 511 problems. - `release_v3`: The updated release of the dataset with problems released between May 2023 and Jul 2024 containing 612 problems. - `release_v4`: The updated release of the dataset with problems released between May 2023 and Sep 2024 containing 713 problems. - `release_v5`: The updated release of the dataset with problems released between May 2023 and Jan 2025 containing 880 problems. You can use the `version_tag` argument to load the desired version of the dataset. Additionally, you can use version tags like `v1`, `v2`, `v1_v3`, `v4_v5` to get the problems released in a specific version. ## Dataset Description LiveCodeBench is a "live" updating benchmark for holistically evaluating code related capabilities of LLMs. Particularly, it evaluates LLMs across a range of capabilties including code generation, self-repair, test output prediction, and code execution. This is the code generation scenario of LiveCodeBench. It is also used for evaluating self-repair using test case feedback. LiveCodeBench problems are collected from competition programming websites with particular focus on maintaining problem quality, test case quality, and problem difficulty diversity. This scenario currently hosts over 500 problems from LeetCode, AtCoder, and Codeforces. Each problem instance is consists of problem description, input/output examples, and hidden test cases. Additionally, every problem is tagged with its difficulty level and release date which allows measuring model performance across different time windows. The goal is to generate a correct and efficient solution for each problem instance. The initial code_generation dataset included larger number of test cases which leads to substantially large dataset size. This (lite) version has pruned and sampled tests while trying to ensure similar performances with the original dataset. Going forward, livecodebench will be using this lite version for code generation evaluations. ## Usage You can use the dataset by loading it from the Hugging Face datasets library. Additionally, the version tag "release_v1" is used to specify the (temporal) version of the dataset. "v1" corresponds to the initial release of the dataset and "release_v2" is the second version. ```python from datasets import load_dataset lcb_codegen = load_dataset("livecodebench/code_generation_lite", version_tag="release_v2") ```
codeparrot/github-code
codeparrot
"2022-10-20T15:01:14Z"
15,399
307
[ "task_categories:text-generation", "task_ids:language-modeling", "language_creators:crowdsourced", "language_creators:expert-generated", "multilinguality:multilingual", "language:code", "license:other", "region:us" ]
[ "text-generation" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: [] language_creators: - crowdsourced - expert-generated language: - code license: - other multilinguality: - multilingual pretty_name: github-code size_categories: - unknown source_datasets: [] task_categories: - text-generation task_ids: - language-modeling --- # GitHub Code Dataset ## Dataset Description The GitHub Code dataset consists of 115M code files from GitHub in 32 programming languages with 60 extensions totaling in 1TB of data. The dataset was created from the public GitHub dataset on Google BiqQuery. ### How to use it The GitHub Code dataset is a very large dataset so for most use cases it is recommended to make use of the streaming API of `datasets`. You can load and iterate through the dataset with the following two lines of code: ```python from datasets import load_dataset ds = load_dataset("codeparrot/github-code", streaming=True, split="train") print(next(iter(ds))) #OUTPUT: { 'code': "import mod189 from './mod189';\nvar value=mod189+1;\nexport default value;\n", 'repo_name': 'MirekSz/webpack-es6-ts', 'path': 'app/mods/mod190.js', 'language': 'JavaScript', 'license': 'isc', 'size': 73 } ``` You can see that besides the code, repo name, and path also the programming language, license, and the size of the file are part of the dataset. You can also filter the dataset for any subset of the 30 included languages (see the full list below) in the dataset. Just pass the list of languages as a list. E.g. if your dream is to build a Codex model for Dockerfiles use the following configuration: ```python ds = load_dataset("codeparrot/github-code", streaming=True, split="train", languages=["Dockerfile"]) print(next(iter(ds))["code"]) #OUTPUT: """\ FROM rockyluke/ubuntu:precise ENV DEBIAN_FRONTEND="noninteractive" \ TZ="Europe/Amsterdam" ... """ ``` We also have access to the license of the origin repo of a file so we can filter for licenses in the same way we filtered for languages: ```python ds = load_dataset("codeparrot/github-code", streaming=True, split="train", licenses=["mit", "isc"]) licenses = [] for element in iter(ds).take(10_000): licenses.append(element["license"]) print(Counter(licenses)) #OUTPUT: Counter({'mit': 9896, 'isc': 104}) ``` Naturally, you can also download the full dataset. Note that this will download ~300GB compressed text data and the uncompressed dataset will take up ~1TB of storage: ```python ds = load_dataset("codeparrot/github-code", split="train") ``` ## Data Structure ### Data Instances ```python { 'code': "import mod189 from './mod189';\nvar value=mod189+1;\nexport default value;\n", 'repo_name': 'MirekSz/webpack-es6-ts', 'path': 'app/mods/mod190.js', 'language': 'JavaScript', 'license': 'isc', 'size': 73 } ``` ### Data Fields |Field|Type|Description| |---|---|---| |code|string|content of source file| |repo_name|string|name of the GitHub repository| |path|string|path of file in GitHub repository| |language|string|programming language as inferred by extension| |license|string|license of GitHub repository| |size|int|size of source file in bytes| ### Data Splits The dataset only contains a train split. ## Languages The dataset contains 30 programming languages with over 60 extensions: ```python { "Assembly": [".asm"], "Batchfile": [".bat", ".cmd"], "C": [".c", ".h"], "C#": [".cs"], "C++": [".cpp", ".hpp", ".c++", ".h++", ".cc", ".hh", ".C", ".H"], "CMake": [".cmake"], "CSS": [".css"], "Dockerfile": [".dockerfile", "Dockerfile"], "FORTRAN": ['.f90', '.f', '.f03', '.f08', '.f77', '.f95', '.for', '.fpp'], "GO": [".go"], "Haskell": [".hs"], "HTML":[".html"], "Java": [".java"], "JavaScript": [".js"], "Julia": [".jl"], "Lua": [".lua"], "Makefile": ["Makefile"], "Markdown": [".md", ".markdown"], "PHP": [".php", ".php3", ".php4", ".php5", ".phps", ".phpt"], "Perl": [".pl", ".pm", ".pod", ".perl"], "PowerShell": ['.ps1', '.psd1', '.psm1'], "Python": [".py"], "Ruby": [".rb"], "Rust": [".rs"], "SQL": [".sql"], "Scala": [".scala"], "Shell": [".sh", ".bash", ".command", ".zsh"], "TypeScript": [".ts", ".tsx"], "TeX": [".tex"], "Visual Basic": [".vb"] } ``` ## Licenses Each example is also annotated with the license of the associated repository. There are in total 15 licenses: ```python [ 'mit', 'apache-2.0', 'gpl-3.0', 'gpl-2.0', 'bsd-3-clause', 'agpl-3.0', 'lgpl-3.0', 'lgpl-2.1', 'bsd-2-clause', 'cc0-1.0', 'epl-1.0', 'mpl-2.0', 'unlicense', 'isc', 'artistic-2.0' ] ``` ## Dataset Statistics The dataset contains 115M files and the sum of all the source code file sizes is 873 GB (note that the size of the dataset is larger due to the extra fields). A breakdown per language is given in the plot and table below: ![dataset-statistics](https://huggingface.co/datasets/codeparrot/github-code/resolve/main/github-code-stats-alpha.png) | | Language |File Count| Size (GB)| |---:|:-------------|---------:|-------:| | 0 | Java | 19548190 | 107.70 | | 1 | C | 14143113 | 183.83 | | 2 | JavaScript | 11839883 | 87.82 | | 3 | HTML | 11178557 | 118.12 | | 4 | PHP | 11177610 | 61.41 | | 5 | Markdown | 8464626 | 23.09 | | 6 | C++ | 7380520 | 87.73 | | 7 | Python | 7226626 | 52.03 | | 8 | C# | 6811652 | 36.83 | | 9 | Ruby | 4473331 | 10.95 | | 10 | GO | 2265436 | 19.28 | | 11 | TypeScript | 1940406 | 24.59 | | 12 | CSS | 1734406 | 22.67 | | 13 | Shell | 1385648 | 3.01 | | 14 | Scala | 835755 | 3.87 | | 15 | Makefile | 679430 | 2.92 | | 16 | SQL | 656671 | 5.67 | | 17 | Lua | 578554 | 2.81 | | 18 | Perl | 497949 | 4.70 | | 19 | Dockerfile | 366505 | 0.71 | | 20 | Haskell | 340623 | 1.85 | | 21 | Rust | 322431 | 2.68 | | 22 | TeX | 251015 | 2.15 | | 23 | Batchfile | 236945 | 0.70 | | 24 | CMake | 175282 | 0.54 | | 25 | Visual Basic | 155652 | 1.91 | | 26 | FORTRAN | 142038 | 1.62 | | 27 | PowerShell | 136846 | 0.69 | | 28 | Assembly | 82905 | 0.78 | | 29 | Julia | 58317 | 0.29 | ## Dataset Creation The dataset was created in two steps: 1. Files of with the extensions given in the list above were retrieved from the GitHub dataset on BigQuery (full query [here](https://huggingface.co/datasets/codeparrot/github-code/blob/main/query.sql)). The query was executed on _Mar 16, 2022, 6:23:39 PM UTC+1_. 2. Files with lines longer than 1000 characters and duplicates (exact duplicates ignoring whitespaces) were dropped (full preprocessing script [here](https://huggingface.co/datasets/codeparrot/github-code/blob/main/github_preprocessing.py)). ## Considerations for Using the Data The dataset consists of source code from a wide range of repositories. As such they can potentially include harmful or biased code as well as sensitive information like passwords or usernames. ## Releases You can load any older version of the dataset with the `revision` argument: ```Python ds = load_dataset("codeparrot/github-code", revision="v1.0") ``` ### v1.0 - Initial release of dataset - The query was executed on _Feb 14, 2022, 12:03:16 PM UTC+1_ ### v1.1 - Fix missing Scala/TypeScript - Fix deduplication issue with inconsistent Python `hash` - The query was executed on _Mar 16, 2022, 6:23:39 PM UTC+1_
openai/MMMLU
openai
"2024-10-16T18:39:00Z"
15,169
453
[ "task_categories:question-answering", "language:ar", "language:bn", "language:de", "language:es", "language:fr", "language:hi", "language:id", "language:it", "language:ja", "language:ko", "language:pt", "language:sw", "language:yo", "language:zh", "license:mit", "size_categories:100K<n<1M", "format:csv", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2009.03300", "region:us" ]
[ "question-answering" ]
"2024-09-13T16:37:19Z"
--- task_categories: - question-answering configs: - config_name: default data_files: - split: test path: test/*.csv - config_name: AR_XY data_files: - split: test path: test/mmlu_AR-XY.csv - config_name: BN_BD data_files: - split: test path: test/mmlu_BN-BD.csv - config_name: DE_DE data_files: - split: test path: test/mmlu_DE-DE.csv - config_name: ES_LA data_files: - split: test path: test/mmlu_ES-LA.csv - config_name: FR_FR data_files: - split: test path: test/mmlu_FR-FR.csv - config_name: HI_IN data_files: - split: test path: test/mmlu_HI-IN.csv - config_name: ID_ID data_files: - split: test path: test/mmlu_ID-ID.csv - config_name: IT_IT data_files: - split: test path: test/mmlu_IT-IT.csv - config_name: JA_JP data_files: - split: test path: test/mmlu_JA-JP.csv - config_name: KO_KR data_files: - split: test path: test/mmlu_KO-KR.csv - config_name: PT_BR data_files: - split: test path: test/mmlu_PT-BR.csv - config_name: SW_KE data_files: - split: test path: test/mmlu_SW-KE.csv - config_name: YO_NG data_files: - split: test path: test/mmlu_YO-NG.csv - config_name: ZH_CN data_files: - split: test path: test/mmlu_ZH-CN.csv language: - ar - bn - de - es - fr - hi - id - it - ja - ko - pt - sw - yo - zh license: mit --- # Multilingual Massive Multitask Language Understanding (MMMLU) The MMLU is a widely recognized benchmark of general knowledge attained by AI models. It covers a broad range of topics from 57 different categories, covering elementary-level knowledge up to advanced professional subjects like law, physics, history, and computer science. We translated the MMLU’s test set into 14 languages using professional human translators. Relying on human translators for this evaluation increases confidence in the accuracy of the translations, especially for low-resource languages like Yoruba. We are publishing the professional human translations and the code we use to run the evaluations. This effort reflects our commitment to improving the multilingual capabilities of AI models, ensuring they perform accurately across languages, particularly for underrepresented communities. By prioritizing high-quality translations, we aim to make AI technology more inclusive and effective for users worldwide. ## Locales MMMLU contains the MMLU test set translated into the following locales: * AR_XY (Arabic) * BN_BD (Bengali) * DE_DE (German) * ES_LA (Spanish) * FR_FR (French) * HI_IN (Hindi) * ID_ID (Indonesian) * IT_IT (Italian) * JA_JP (Japanese) * KO_KR (Korean) * PT_BR (Brazilian Portuguese) * SW_KE (Swahili) * YO_NG (Yoruba) * ZH_CN (Simplified Chinese) ## Sources Hendrycks, D., Burns, C., Kadavath, S., Arora, A., Basart, S., Tang, E., Song, D., & Steinhardt, J. (2021). [*Measuring Massive Multitask Language Understanding*](https://arxiv.org/abs/2009.03300). [OpenAI Simple Evals GitHub Repository](https://github.com/openai/simple-evals)
fsicoli/common_voice_16_0
fsicoli
"2023-12-22T19:58:33Z"
15,009
2
[ "task_categories:automatic-speech-recognition", "language:ab", "language:af", "language:am", "language:ar", "language:as", "language:ast", "language:az", "language:ba", "language:bas", "language:be", "language:bg", "language:bn", "language:br", "language:ca", "language:ckb", "language:cnh", "language:cs", "language:cv", "language:cy", "language:da", "language:de", "language:dv", "language:dyu", "language:el", "language:en", "language:eo", "language:es", "language:et", "language:eu", "language:fa", "language:fi", "language:fr", "language:gl", "language:gn", "language:ha", "language:he", "language:hi", "language:hsb", "language:hu", "language:ia", "language:id", "language:ig", "language:is", "language:it", "language:ja", "language:ka", "language:kab", "language:kk", "language:kmr", "language:ko", "language:ky", "language:lg", "language:lo", "language:lt", "language:lv", "language:mdf", "language:mhr", "language:mk", "language:ml", "language:mn", "language:mr", "language:mrj", "language:mt", "language:myv", "language:nl", "language:oc", "language:or", "language:pl", "language:ps", "language:pt", "language:quy", "language:ro", "language:ru", "language:rw", "language:sah", "language:sat", "language:sc", "language:sk", "language:skr", "language:sl", "language:sq", "language:sr", "language:sw", "language:ta", "language:th", "language:ti", "language:tig", "language:tk", "language:tok", "language:tr", "language:tt", "language:tw", "language:ug", "language:uk", "language:ur", "language:uz", "language:vi", "language:vot", "language:yue", "language:zgh", "language:zh", "language:yo", "license:cc0-1.0", "size_categories:100B<n<1T", "region:us", "mozilla", "foundation" ]
[ "automatic-speech-recognition" ]
"2023-12-19T17:26:21Z"
--- license: cc0-1.0 language: - ab - af - am - ar - as - ast - az - ba - bas - be - bg - bn - br - ca - ckb - cnh - cs - cv - cy - da - de - dv - dyu - el - en - eo - es - et - eu - fa - fi - fr - gl - gn - ha - he - hi - hsb - hu - ia - id - ig - is - it - ja - ka - kab - kk - kmr - ko - ky - lg - lo - lt - lv - mdf - mhr - mk - ml - mn - mr - mrj - mt - myv - nl - oc - or - pl - ps - pt - quy - ro - ru - rw - sah - sat - sc - sk - skr - sl - sq - sr - sw - ta - th - ti - tig - tk - tok - tr - tt - tw - ug - uk - ur - uz - vi - vot - yue - zgh - zh - yo task_categories: - automatic-speech-recognition pretty_name: Common Voice Corpus 16.0 size_categories: - 100B<n<1T tags: - mozilla - foundation --- # Dataset Card for Common Voice Corpus 16.0 <!-- Provide a quick summary of the dataset. --> This dataset is an unofficial version of the Mozilla Common Voice Corpus 16. It was downloaded and converted from the project's website https://commonvoice.mozilla.org/. ## Languages ``` Abkhaz, Albanian, Amharic, Arabic, Armenian, Assamese, Asturian, Azerbaijani, Basaa, Bashkir, Basque, Belarusian, Bengali, Breton, Bulgarian, Cantonese, Catalan, Central Kurdish, Chinese (China), Chinese (Hong Kong), Chinese (Taiwan), Chuvash, Czech, Danish, Dhivehi, Dioula, Dutch, English, Erzya, Esperanto, Estonian, Finnish, French, Frisian, Galician, Georgian, German, Greek, Guarani, Hakha Chin, Hausa, Hill Mari, Hindi, Hungarian, Icelandic, Igbo, Indonesian, Interlingua, Irish, Italian, Japanese, Kabyle, Kazakh, Kinyarwanda, Korean, Kurmanji Kurdish, Kyrgyz, Lao, Latvian, Lithuanian, Luganda, Macedonian, Malayalam, Maltese, Marathi, Meadow Mari, Moksha, Mongolian, Nepali, Norwegian Nynorsk, Occitan, Odia, Pashto, Persian, Polish, Portuguese, Punjabi, Quechua Chanka, Romanian, Romansh Sursilvan, Romansh Vallader, Russian, Sakha, Santali (Ol Chiki), Saraiki, Sardinian, Serbian, Slovak, Slovenian, Sorbian, Upper, Spanish, Swahili, Swedish, Taiwanese (Minnan), Tamazight, Tamil, Tatar, Thai, Tigre, Tigrinya, Toki Pona, Turkish, Turkmen, Twi, Ukrainian, Urdu, Uyghur, Uzbek, Vietnamese, Votic, Welsh, Yoruba ``` ## How to use The datasets library allows you to load and pre-process your dataset in pure Python, at scale. The dataset can be downloaded and prepared in one call to your local drive by using the load_dataset function. For example, to download the Portuguese config, simply specify the corresponding language config name (i.e., "pt" for Portuguese): ``` from datasets import load_dataset cv_16 = load_dataset("fsicoli/common_voice_16_0", "pt", split="train") ``` Using the datasets library, you can also stream the dataset on-the-fly by adding a streaming=True argument to the load_dataset function call. Loading a dataset in streaming mode loads individual samples of the dataset at a time, rather than downloading the entire dataset to disk. ``` from datasets import load_dataset cv_16 = load_dataset("fsicoli/common_voice_16_0", "pt", split="train", streaming=True) print(next(iter(cv_16))) ``` Bonus: create a PyTorch dataloader directly with your own datasets (local/streamed). ### Local ``` from datasets import load_dataset from torch.utils.data.sampler import BatchSampler, RandomSampler cv_16 = load_dataset("fsicoli/common_voice_16_0", "pt", split="train") batch_sampler = BatchSampler(RandomSampler(cv_16), batch_size=32, drop_last=False) dataloader = DataLoader(cv_16, batch_sampler=batch_sampler) ``` ### Streaming ``` from datasets import load_dataset from torch.utils.data import DataLoader cv_16 = load_dataset("fsicoli/common_voice_16_0", "pt", split="train") dataloader = DataLoader(cv_16, batch_size=32) ``` To find out more about loading and preparing audio datasets, head over to hf.co/blog/audio-datasets. ### Dataset Structure Data Instances A typical data point comprises the path to the audio file and its sentence. Additional fields include accent, age, client_id, up_votes, down_votes, gender, locale and segment. ### Licensing Information Public Domain, CC-0 ### Citation Information ``` @inproceedings{commonvoice:2020, author = {Ardila, R. and Branson, M. and Davis, K. and Henretty, M. and Kohler, M. and Meyer, J. and Morais, R. and Saunders, L. and Tyers, F. M. and Weber, G.}, title = {Common Voice: A Massively-Multilingual Speech Corpus}, booktitle = {Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020)}, pages = {4211--4215}, year = 2020 } ``` ---
jacobbieker/eumetsat-cloudmask-0deg
jacobbieker
"2024-11-09T20:17:38Z"
14,946
0
[ "license:mit", "doi:10.57967/hf/1643", "region:us" ]
null
"2024-01-12T18:50:32Z"
--- license: mit ---
asahi417/seamless-align-enA-viA.speaker-embedding.xlsr-2b
asahi417
"2024-06-25T01:27:26Z"
14,939
0
[ "size_categories:100K<n<1M", "format:parquet", "modality:tabular", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-06-11T14:33:04Z"
--- dataset_info: - config_name: subset_1 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 13152124231 num_examples: 1853 download_size: 13196111601 dataset_size: 13152124231 - config_name: subset_10 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 6657621784 num_examples: 1090 download_size: 6681474976 dataset_size: 6657621784 - config_name: subset_100 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9681441551 num_examples: 1520 download_size: 9716028942 dataset_size: 9681441551 - config_name: subset_101 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9765322177 num_examples: 1545 download_size: 9800069846 dataset_size: 9765322177 - config_name: subset_102 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9860909658 num_examples: 1527 download_size: 9895478528 dataset_size: 9860909658 - config_name: subset_103 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9709072687 num_examples: 1513 download_size: 9743463146 dataset_size: 9709072687 - config_name: subset_104 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9317976193 num_examples: 1465 download_size: 9350906284 dataset_size: 9317976193 - config_name: subset_105 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9599344558 num_examples: 1506 download_size: 9633714817 dataset_size: 9599344558 - config_name: subset_106 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9611793564 num_examples: 1517 download_size: 9646264815 dataset_size: 9611793564 - config_name: subset_107 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - 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name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 6250695911 num_examples: 1037 download_size: 6273368424 dataset_size: 6250695911 - config_name: subset_90 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9076719123 num_examples: 1434 download_size: 9107047689 dataset_size: 9076719123 - config_name: subset_91 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9042681056 num_examples: 1459 download_size: 9075705064 dataset_size: 9042681056 - config_name: subset_92 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9060561447 num_examples: 1456 download_size: 9093521154 dataset_size: 9060561447 - config_name: subset_93 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9193480780 num_examples: 1474 download_size: 9226578780 dataset_size: 9193480780 - config_name: subset_94 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9642374570 num_examples: 1501 download_size: 9676773522 dataset_size: 9642374570 - config_name: subset_95 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9060928875 num_examples: 1439 download_size: 9093805567 dataset_size: 9060928875 - config_name: subset_96 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9461107851 num_examples: 1487 download_size: 9494252029 dataset_size: 9461107851 - config_name: subset_97 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9380786998 num_examples: 1487 download_size: 9413913597 dataset_size: 9380786998 - config_name: subset_98 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9128034376 num_examples: 1453 download_size: 9160750230 dataset_size: 9128034376 - config_name: subset_99 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: viA.id dtype: string - name: viA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: viA.audio.speaker_embedding sequence: float32 - name: viA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9669792454 num_examples: 1518 download_size: 9704382184 dataset_size: 9669792454 configs: - config_name: subset_1 data_files: - split: train path: subset_1/train-* - config_name: subset_10 data_files: - split: train path: subset_10/train-* - config_name: subset_100 data_files: - split: train path: subset_100/train-* - config_name: subset_101 data_files: - split: train path: subset_101/train-* - config_name: subset_102 data_files: - split: train path: subset_102/train-* - config_name: subset_103 data_files: - split: train path: subset_103/train-* - config_name: subset_104 data_files: - split: train path: subset_104/train-* - config_name: subset_105 data_files: - split: train path: subset_105/train-* - config_name: subset_106 data_files: - split: train path: subset_106/train-* - config_name: subset_107 data_files: - split: train path: subset_107/train-* - config_name: subset_108 data_files: - split: train path: subset_108/train-* - config_name: subset_109 data_files: - split: train path: subset_109/train-* - config_name: subset_11 data_files: - split: train path: subset_11/train-* - config_name: subset_110 data_files: - split: train path: subset_110/train-* - config_name: subset_111 data_files: - split: train path: subset_111/train-* - config_name: subset_112 data_files: - split: train path: subset_112/train-* - config_name: subset_113 data_files: - split: train path: subset_113/train-* - config_name: subset_114 data_files: - split: train path: subset_114/train-* - config_name: subset_115 data_files: - split: train path: subset_115/train-* - config_name: subset_116 data_files: - split: train path: subset_116/train-* - config_name: subset_117 data_files: - split: train path: subset_117/train-* - config_name: subset_118 data_files: - split: train path: subset_118/train-* - config_name: subset_119 data_files: - split: train path: subset_119/train-* - config_name: subset_12 data_files: - split: train path: subset_12/train-* - config_name: subset_120 data_files: - split: train path: subset_120/train-* - config_name: subset_121 data_files: - split: train path: subset_121/train-* - config_name: subset_122 data_files: - split: train path: subset_122/train-* - config_name: subset_123 data_files: - split: train path: subset_123/train-* - config_name: subset_124 data_files: - split: train path: subset_124/train-* - config_name: subset_125 data_files: - split: train path: subset_125/train-* - config_name: subset_126 data_files: - split: train path: subset_126/train-* - config_name: subset_127 data_files: - split: train path: subset_127/train-* - config_name: subset_128 data_files: - split: train path: subset_128/train-* - config_name: subset_129 data_files: - split: train path: subset_129/train-* - config_name: subset_13 data_files: - split: train path: subset_13/train-* - config_name: subset_130 data_files: - split: train path: subset_130/train-* - config_name: subset_131 data_files: - split: train path: subset_131/train-* - config_name: subset_132 data_files: - split: train path: subset_132/train-* - config_name: subset_133 data_files: - split: train path: subset_133/train-* - config_name: subset_134 data_files: - split: train path: subset_134/train-* - config_name: subset_135 data_files: - split: train path: subset_135/train-* - config_name: subset_136 data_files: - split: train path: subset_136/train-* - config_name: subset_137 data_files: - split: train path: subset_137/train-* - config_name: subset_138 data_files: - split: train path: subset_138/train-* - config_name: subset_139 data_files: - split: train path: subset_139/train-* - config_name: subset_14 data_files: - split: train path: subset_14/train-* - config_name: subset_140 data_files: - split: train path: subset_140/train-* - config_name: subset_141 data_files: - split: train path: subset_141/train-* - config_name: subset_142 data_files: - split: train path: subset_142/train-* - config_name: subset_143 data_files: - split: train path: subset_143/train-* - config_name: subset_144 data_files: - split: train path: subset_144/train-* - config_name: subset_145 data_files: - split: train path: subset_145/train-* - config_name: subset_146 data_files: - split: train path: subset_146/train-* - config_name: subset_147 data_files: - split: train path: subset_147/train-* - config_name: subset_148 data_files: - split: train path: subset_148/train-* - config_name: subset_149 data_files: - split: train path: subset_149/train-* - config_name: subset_15 data_files: - split: train path: subset_15/train-* - config_name: subset_16 data_files: - split: train path: subset_16/train-* - config_name: subset_17 data_files: - split: train path: subset_17/train-* - config_name: subset_18 data_files: - split: train path: subset_18/train-* - config_name: subset_19 data_files: - split: train path: subset_19/train-* - config_name: subset_2 data_files: - split: train path: subset_2/train-* - config_name: subset_20 data_files: - split: train path: subset_20/train-* - config_name: subset_21 data_files: - split: train path: subset_21/train-* - config_name: subset_22 data_files: - split: train path: subset_22/train-* - config_name: subset_23 data_files: - split: train path: subset_23/train-* - config_name: subset_24 data_files: - split: train path: subset_24/train-* - config_name: subset_25 data_files: - split: train path: subset_25/train-* - config_name: subset_26 data_files: - split: train path: subset_26/train-* - config_name: subset_27 data_files: - split: train path: subset_27/train-* - config_name: subset_28 data_files: - split: train path: subset_28/train-* - config_name: subset_29 data_files: - split: train path: subset_29/train-* - config_name: subset_3 data_files: - split: train path: subset_3/train-* - config_name: subset_30 data_files: - split: train path: subset_30/train-* - config_name: subset_31 data_files: - split: train path: subset_31/train-* - config_name: subset_32 data_files: - split: train path: subset_32/train-* - config_name: subset_33 data_files: - split: train path: subset_33/train-* - config_name: subset_34 data_files: - split: train path: subset_34/train-* - config_name: subset_35 data_files: - split: train path: subset_35/train-* - config_name: subset_36 data_files: - split: train path: subset_36/train-* - config_name: subset_37 data_files: - split: train path: subset_37/train-* - config_name: subset_38 data_files: - split: train path: subset_38/train-* - config_name: subset_39 data_files: - split: train path: subset_39/train-* - config_name: subset_4 data_files: - split: train path: subset_4/train-* - config_name: subset_40 data_files: - split: train path: subset_40/train-* - config_name: subset_41 data_files: - split: train path: subset_41/train-* - config_name: subset_42 data_files: - split: train path: subset_42/train-* - config_name: subset_43 data_files: - split: train path: subset_43/train-* - config_name: subset_44 data_files: - split: train path: subset_44/train-* - config_name: subset_45 data_files: - split: train path: subset_45/train-* - config_name: subset_46 data_files: - split: train path: subset_46/train-* - config_name: subset_47 data_files: - split: train path: subset_47/train-* - config_name: subset_48 data_files: - split: train path: subset_48/train-* - config_name: subset_49 data_files: - split: train path: subset_49/train-* - config_name: subset_5 data_files: - split: train path: subset_5/train-* - config_name: subset_50 data_files: - split: train path: subset_50/train-* - config_name: subset_51 data_files: - split: train path: subset_51/train-* - config_name: subset_52 data_files: - split: train path: subset_52/train-* - config_name: subset_53 data_files: - split: train path: subset_53/train-* - config_name: subset_54 data_files: - split: train path: subset_54/train-* - config_name: subset_55 data_files: - split: train path: subset_55/train-* - config_name: subset_56 data_files: - split: train path: subset_56/train-* - config_name: subset_57 data_files: - split: train path: subset_57/train-* - config_name: subset_58 data_files: - split: train path: subset_58/train-* - config_name: subset_59 data_files: - split: train path: subset_59/train-* - config_name: subset_6 data_files: - split: train path: subset_6/train-* - config_name: subset_60 data_files: - split: train path: subset_60/train-* - config_name: subset_61 data_files: - split: train path: subset_61/train-* - config_name: subset_62 data_files: - split: train path: subset_62/train-* - config_name: subset_63 data_files: - split: train path: subset_63/train-* - config_name: subset_64 data_files: - split: train path: subset_64/train-* - config_name: subset_65 data_files: - split: train path: subset_65/train-* - config_name: subset_66 data_files: - split: train path: subset_66/train-* - config_name: subset_67 data_files: - split: train path: subset_67/train-* - config_name: subset_68 data_files: - split: train path: subset_68/train-* - config_name: subset_69 data_files: - split: train path: subset_69/train-* - config_name: subset_7 data_files: - split: train path: subset_7/train-* - config_name: subset_70 data_files: - split: train path: subset_70/train-* - config_name: subset_71 data_files: - split: train path: subset_71/train-* - config_name: subset_72 data_files: - split: train path: subset_72/train-* - config_name: subset_73 data_files: - split: train path: subset_73/train-* - config_name: subset_74 data_files: - split: train path: subset_74/train-* - config_name: subset_75 data_files: - split: train path: subset_75/train-* - config_name: subset_76 data_files: - split: train path: subset_76/train-* - config_name: subset_77 data_files: - split: train path: subset_77/train-* - config_name: subset_78 data_files: - split: train path: subset_78/train-* - config_name: subset_79 data_files: - split: train path: subset_79/train-* - config_name: subset_8 data_files: - split: train path: subset_8/train-* - config_name: subset_80 data_files: - split: train path: subset_80/train-* - config_name: subset_81 data_files: - split: train path: subset_81/train-* - config_name: subset_82 data_files: - split: train path: subset_82/train-* - config_name: subset_83 data_files: - split: train path: subset_83/train-* - config_name: subset_84 data_files: - split: train path: subset_84/train-* - config_name: subset_85 data_files: - split: train path: subset_85/train-* - config_name: subset_86 data_files: - split: train path: subset_86/train-* - config_name: subset_87 data_files: - split: train path: subset_87/train-* - config_name: subset_88 data_files: - split: train path: subset_88/train-* - config_name: subset_89 data_files: - split: train path: subset_89/train-* - config_name: subset_9 data_files: - split: train path: subset_9/train-* - config_name: subset_90 data_files: - split: train path: subset_90/train-* - config_name: subset_91 data_files: - split: train path: subset_91/train-* - config_name: subset_92 data_files: - split: train path: subset_92/train-* - config_name: subset_93 data_files: - split: train path: subset_93/train-* - config_name: subset_94 data_files: - split: train path: subset_94/train-* - config_name: subset_95 data_files: - split: train path: subset_95/train-* - config_name: subset_96 data_files: - split: train path: subset_96/train-* - config_name: subset_97 data_files: - split: train path: subset_97/train-* - config_name: subset_98 data_files: - split: train path: subset_98/train-* - config_name: subset_99 data_files: - split: train path: subset_99/train-* ---
regent-research/regent-subset-of-jat-dataset-tokenized
regent-research
"2024-10-20T18:10:12Z"
14,903
0
[ "size_categories:10M<n<100M", "format:parquet", "modality:timeseries", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-10-04T01:39:53Z"
--- dataset_info: - config_name: atari-alien_newdata features: - name: distances sequence: float32 splits: - name: train num_bytes: 1905456 num_examples: 22684 download_size: 2088245 dataset_size: 1905456 - config_name: atari-amidar_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32810168 num_examples: 100031 download_size: 11019541 dataset_size: 32810168 - config_name: atari-amidar_subset features: - name: image_observations sequence: sequence: sequence: sequence: float64 - name: discrete_actions sequence: int32 - name: rewards sequence: float32 - name: embeddings_resnet18_512 sequence: sequence: float32 splits: - name: train num_bytes: 23046343776 num_examples: 3142 download_size: 256637379 dataset_size: 23046343776 - config_name: atari-assault_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32806232 num_examples: 100019 download_size: 14121737 dataset_size: 32806232 - config_name: atari-assault_subset features: - name: image_observations sequence: sequence: sequence: sequence: float64 - name: discrete_actions sequence: int32 - name: rewards sequence: float32 - name: embeddings_resnet18_512 sequence: sequence: float32 splits: - name: train num_bytes: 22972994496 num_examples: 3132 download_size: 186535975 dataset_size: 22972994496 - config_name: atari-asterix_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32806560 num_examples: 100020 download_size: 11902934 dataset_size: 32806560 - config_name: atari-asterix_subset features: - name: image_observations sequence: sequence: sequence: sequence: float64 - name: discrete_actions sequence: int32 - name: rewards sequence: float32 - name: embeddings_resnet18_512 sequence: sequence: float32 splits: - name: train num_bytes: 23332405968 num_examples: 3181 download_size: 188517858 dataset_size: 23332405968 - config_name: atari-asteroids_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32807216 num_examples: 100022 download_size: 13899826 dataset_size: 32807216 - config_name: atari-asteroids_subset features: - name: image_observations sequence: sequence: sequence: sequence: float64 - name: discrete_actions sequence: int32 - name: rewards sequence: float32 - name: embeddings_resnet18_512 sequence: sequence: float32 splits: - name: train num_bytes: 22936319856 num_examples: 3127 download_size: 202442660 dataset_size: 22936319856 - config_name: atari-atlantis_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32801640 num_examples: 100005 download_size: 13128838 dataset_size: 32801640 - config_name: atari-atlantis_subset features: - name: image_observations sequence: sequence: sequence: sequence: float64 - name: discrete_actions sequence: int32 - name: rewards sequence: float32 - name: embeddings_resnet18_512 sequence: sequence: float32 splits: - name: train num_bytes: 22943654784 num_examples: 3128 download_size: 206794180 dataset_size: 22943654784 - config_name: atari-bankheist_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32806888 num_examples: 100021 download_size: 13754178 dataset_size: 32806888 - config_name: atari-bankheist_subset features: - name: image_observations sequence: sequence: sequence: sequence: float64 - name: discrete_actions sequence: int32 - name: rewards sequence: float32 - name: embeddings_resnet18_512 sequence: sequence: float32 splits: - name: train num_bytes: 23149032768 num_examples: 3156 download_size: 307236770 dataset_size: 23149032768 - config_name: atari-battlezone_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800984 num_examples: 100003 download_size: 15918969 dataset_size: 32800984 - config_name: atari-battlezone_subset features: - 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config_name: metaworld-button-press_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 12504036 dataset_size: 32800000 - config_name: metaworld-button-press_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 6079174 dataset_size: 47116000 - config_name: metaworld-coffee-button_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 11302073 dataset_size: 32800000 - config_name: metaworld-coffee-button_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 6402919 dataset_size: 47116000 - config_name: metaworld-coffee-pull_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13291438 dataset_size: 32800000 - config_name: metaworld-coffee-pull_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9165455 dataset_size: 47116000 - config_name: metaworld-coffee-push_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13347747 dataset_size: 32800000 - config_name: metaworld-coffee-push_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9819758 dataset_size: 47116000 - config_name: metaworld-dial-turn_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 11453279 dataset_size: 32800000 - config_name: metaworld-dial-turn_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 5840306 dataset_size: 47116000 - config_name: metaworld-disassemble_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 8574754 dataset_size: 32800000 - config_name: metaworld-disassemble_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 4082529 dataset_size: 47116000 - config_name: metaworld-door-close_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13743650 dataset_size: 32800000 - config_name: metaworld-door-close_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 8698806 dataset_size: 47116000 - config_name: metaworld-door-lock_newdata features: - name: distances sequence: float32 splits: - name: train num_bytes: 840000 num_examples: 10000 download_size: 776743 dataset_size: 840000 - config_name: metaworld-door-open_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13781189 dataset_size: 32800000 - config_name: metaworld-door-open_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 7983276 dataset_size: 47116000 - config_name: metaworld-door-unlock_newdata features: - name: distances sequence: float32 splits: - name: train num_bytes: 840000 num_examples: 10000 download_size: 829555 dataset_size: 840000 - config_name: metaworld-drawer-close_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13903693 dataset_size: 32800000 - config_name: metaworld-drawer-close_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 5764071 dataset_size: 47116000 - config_name: metaworld-drawer-open_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 12036502 dataset_size: 32800000 - config_name: metaworld-drawer-open_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 5484434 dataset_size: 47116000 - config_name: metaworld-faucet-close_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 14148656 dataset_size: 32800000 - config_name: metaworld-faucet-close_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 5086095 dataset_size: 47116000 - config_name: metaworld-faucet-open_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 14300852 dataset_size: 32800000 - config_name: metaworld-faucet-open_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 5497182 dataset_size: 47116000 - config_name: metaworld-hammer_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13491757 dataset_size: 32800000 - config_name: metaworld-hammer_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 10062439 dataset_size: 47116000 - config_name: metaworld-hand-insert_newdata features: - name: distances sequence: float32 splits: - name: train num_bytes: 840000 num_examples: 10000 download_size: 1050789 dataset_size: 840000 - config_name: metaworld-handle-press-side_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 12555014 dataset_size: 32800000 - config_name: metaworld-handle-press-side_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 5880675 dataset_size: 47116000 - config_name: metaworld-handle-press_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13473313 dataset_size: 32800000 - config_name: metaworld-handle-press_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 5879237 dataset_size: 47116000 - config_name: metaworld-handle-pull-side_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13576934 dataset_size: 32800000 - config_name: metaworld-handle-pull-side_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 6737064 dataset_size: 47116000 - config_name: metaworld-handle-pull_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 12046278 dataset_size: 32800000 - config_name: metaworld-handle-pull_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 6896646 dataset_size: 47116000 - config_name: metaworld-lever-pull_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 12827517 dataset_size: 32800000 - config_name: metaworld-lever-pull_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9568802 dataset_size: 47116000 - config_name: metaworld-peg-insert-side_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13057268 dataset_size: 32800000 - config_name: metaworld-peg-insert-side_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 8714100 dataset_size: 47116000 - config_name: metaworld-peg-unplug-side_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13163866 dataset_size: 32800000 - config_name: metaworld-peg-unplug-side_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9726674 dataset_size: 47116000 - config_name: metaworld-pick-out-of-hole_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 1376243 dataset_size: 32800000 - config_name: metaworld-pick-out-of-hole_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 1419339 dataset_size: 47116000 - config_name: metaworld-pick-place-wall_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13636756 dataset_size: 32800000 - config_name: metaworld-pick-place-wall_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9760537 dataset_size: 47116000 - config_name: metaworld-pick-place_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13638935 dataset_size: 32800000 - config_name: metaworld-pick-place_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 10013159 dataset_size: 47116000 - config_name: metaworld-plate-slide-back-side_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 1365777 dataset_size: 32800000 - config_name: metaworld-plate-slide-back-side_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 1936719 dataset_size: 47116000 - config_name: metaworld-plate-slide-back_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 1372778 dataset_size: 32800000 - config_name: metaworld-plate-slide-back_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 2568887 dataset_size: 47116000 - config_name: metaworld-plate-slide-side_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 9706526 dataset_size: 32800000 - config_name: metaworld-plate-slide-side_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 6041762 dataset_size: 47116000 - config_name: metaworld-plate-slide_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 9787720 dataset_size: 32800000 - config_name: metaworld-plate-slide_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 6512808 dataset_size: 47116000 - config_name: metaworld-push-back_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 14075602 dataset_size: 32800000 - config_name: metaworld-push-back_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 7550247 dataset_size: 47116000 - config_name: metaworld-push-wall_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13592428 dataset_size: 32800000 - config_name: metaworld-push-wall_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 8970793 dataset_size: 47116000 - config_name: metaworld-push_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13341527 dataset_size: 32800000 - config_name: metaworld-push_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9427900 dataset_size: 47116000 - config_name: metaworld-reach-wall_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 12733205 dataset_size: 32800000 - config_name: metaworld-reach-wall_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9731627 dataset_size: 47116000 - config_name: metaworld-reach_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 12106144 dataset_size: 32800000 - config_name: metaworld-reach_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9563337 dataset_size: 47116000 - config_name: metaworld-shelf-place_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13046597 dataset_size: 32800000 - config_name: metaworld-shelf-place_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 8068065 dataset_size: 47116000 - config_name: metaworld-soccer_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 11954933 dataset_size: 32800000 - config_name: metaworld-soccer_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9009300 dataset_size: 47116000 - config_name: metaworld-stick-pull_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13346574 dataset_size: 32800000 - config_name: metaworld-stick-pull_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9654361 dataset_size: 47116000 - config_name: metaworld-stick-push_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13868467 dataset_size: 32800000 - config_name: metaworld-stick-push_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9420722 dataset_size: 47116000 - config_name: metaworld-sweep-into_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13471306 dataset_size: 32800000 - config_name: metaworld-sweep-into_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 7656262 dataset_size: 47116000 - config_name: metaworld-sweep_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 13966344 dataset_size: 32800000 - config_name: metaworld-sweep_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 9333916 dataset_size: 47116000 - config_name: metaworld-window-close_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 12562521 dataset_size: 32800000 - config_name: metaworld-window-close_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 5405410 dataset_size: 47116000 - config_name: metaworld-window-open_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 12270843 dataset_size: 32800000 - config_name: metaworld-window-open_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 47116000 num_examples: 1000 download_size: 5455606 dataset_size: 47116000 - config_name: mujoco-ant_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32847232 num_examples: 100144 download_size: 16107573 dataset_size: 32847232 - config_name: mujoco-ant_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 15608524 num_examples: 401 download_size: 16185601 dataset_size: 15608524 - config_name: mujoco-doublependulum_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32805248 num_examples: 100016 download_size: 16102270 dataset_size: 32805248 - config_name: mujoco-doublependulum_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 6164172 num_examples: 401 download_size: 4960978 dataset_size: 6164172 - 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name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 12795397 dataset_size: 32800000 - config_name: mujoco-reacher_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 32792000 num_examples: 2000 download_size: 7687471 dataset_size: 32792000 - config_name: mujoco-standup_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 16032984 dataset_size: 32800000 - config_name: mujoco-standup_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 162206400 num_examples: 400 download_size: 117589700 dataset_size: 162206400 - config_name: mujoco-swimmer_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32800000 num_examples: 100000 download_size: 15858902 dataset_size: 32800000 - config_name: mujoco-swimmer_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 5329600 num_examples: 400 download_size: 5733100 dataset_size: 5329600 - config_name: mujoco-walker_newdata features: - name: distances sequence: float32 - name: indices sequence: sequence: int32 splits: - name: train num_bytes: 32807872 num_examples: 100024 download_size: 15920611 dataset_size: 32807872 - config_name: mujoco-walker_subset features: - name: continuous_observations sequence: sequence: float32 - name: continuous_actions sequence: sequence: float32 - name: rewards sequence: float32 splits: - name: train num_bytes: 10840852 num_examples: 407 download_size: 11101553 dataset_size: 10840852 configs: - config_name: atari-alien_newdata data_files: - split: train path: atari-alien_newdata/train-* - config_name: atari-amidar_newdata data_files: - split: train path: atari-amidar_newdata/train-* - config_name: atari-amidar_subset data_files: - split: train path: atari-amidar_subset/train-* - config_name: atari-assault_newdata data_files: - split: train path: atari-assault_newdata/train-* - config_name: atari-assault_subset data_files: - split: train path: atari-assault_subset/train-* - config_name: atari-asterix_newdata data_files: - split: train path: atari-asterix_newdata/train-* - config_name: atari-asterix_subset data_files: - split: train path: atari-asterix_subset/train-* - config_name: atari-asteroids_newdata data_files: - split: train path: atari-asteroids_newdata/train-* - config_name: atari-asteroids_subset data_files: - split: train path: atari-asteroids_subset/train-* - config_name: atari-atlantis_newdata data_files: - split: train path: atari-atlantis_newdata/train-* - config_name: atari-atlantis_subset data_files: - split: train path: atari-atlantis_subset/train-* - config_name: atari-bankheist_newdata data_files: - split: train path: atari-bankheist_newdata/train-* - config_name: atari-bankheist_subset data_files: - split: train path: atari-bankheist_subset/train-* - config_name: atari-battlezone_newdata data_files: - split: train path: atari-battlezone_newdata/train-* - config_name: atari-battlezone_subset data_files: - split: train path: atari-battlezone_subset/train-* - config_name: atari-beamrider_newdata data_files: - split: train path: atari-beamrider_newdata/train-* - config_name: atari-beamrider_subset data_files: - split: train path: atari-beamrider_subset/train-* - config_name: atari-berzerk_newdata data_files: - split: train path: atari-berzerk_newdata/train-* - config_name: atari-berzerk_subset data_files: - split: train path: atari-berzerk_subset/train-* - config_name: atari-bowling_newdata data_files: - split: train path: atari-bowling_newdata/train-* - config_name: atari-bowling_subset data_files: - split: train path: atari-bowling_subset/train-* - config_name: atari-boxing_newdata data_files: - split: train path: atari-boxing_newdata/train-* - config_name: atari-boxing_subset data_files: - split: train path: atari-boxing_subset/train-* - config_name: atari-breakout_newdata data_files: - split: train path: atari-breakout_newdata/train-* - config_name: atari-breakout_subset data_files: - split: train path: atari-breakout_subset/train-* - config_name: atari-centipede_newdata data_files: - split: train path: atari-centipede_newdata/train-* - config_name: atari-centipede_subset data_files: - split: train path: atari-centipede_subset/train-* - config_name: atari-choppercommand_newdata data_files: - split: train path: atari-choppercommand_newdata/train-* - config_name: atari-choppercommand_subset data_files: - split: train path: atari-choppercommand_subset/train-* - config_name: atari-crazyclimber_newdata data_files: - split: train path: atari-crazyclimber_newdata/train-* - config_name: atari-crazyclimber_subset data_files: - split: train path: atari-crazyclimber_subset/train-* - config_name: atari-defender_newdata data_files: - split: train path: atari-defender_newdata/train-* - config_name: atari-defender_subset data_files: - split: train path: atari-defender_subset/train-* - config_name: atari-demonattack_newdata data_files: - split: train path: atari-demonattack_newdata/train-* - config_name: atari-demonattack_subset data_files: - split: train path: atari-demonattack_subset/train-* - config_name: atari-doubledunk_newdata data_files: - split: train path: atari-doubledunk_newdata/train-* - config_name: atari-doubledunk_subset data_files: - split: train path: atari-doubledunk_subset/train-* - config_name: atari-enduro_newdata data_files: - split: train path: atari-enduro_newdata/train-* - config_name: atari-enduro_subset data_files: - split: train path: atari-enduro_subset/train-* - config_name: atari-fishingderby_newdata data_files: - split: train path: atari-fishingderby_newdata/train-* - config_name: atari-fishingderby_subset data_files: - split: train path: atari-fishingderby_subset/train-* - config_name: atari-freeway_newdata data_files: - split: train path: atari-freeway_newdata/train-* - config_name: atari-freeway_subset data_files: - split: train path: atari-freeway_subset/train-* - config_name: atari-frostbite_newdata data_files: - split: train path: atari-frostbite_newdata/train-* - config_name: atari-frostbite_subset data_files: - split: train path: atari-frostbite_subset/train-* - config_name: atari-gopher_newdata data_files: - split: train path: atari-gopher_newdata/train-* - config_name: atari-gopher_subset data_files: - split: train path: atari-gopher_subset/train-* - config_name: atari-gravitar_newdata data_files: - split: train path: atari-gravitar_newdata/train-* - config_name: atari-gravitar_subset data_files: - split: train path: atari-gravitar_subset/train-* - config_name: atari-hero_newdata data_files: - split: train path: atari-hero_newdata/train-* - config_name: atari-hero_subset data_files: - split: train path: atari-hero_subset/train-* - config_name: atari-icehockey_newdata data_files: - split: train path: atari-icehockey_newdata/train-* - config_name: atari-icehockey_subset data_files: - split: train path: atari-icehockey_subset/train-* - config_name: atari-jamesbond_newdata data_files: - split: train path: atari-jamesbond_newdata/train-* - config_name: atari-jamesbond_subset data_files: - split: train path: atari-jamesbond_subset/train-* - config_name: atari-kangaroo_newdata data_files: - split: train path: atari-kangaroo_newdata/train-* - config_name: atari-kangaroo_subset data_files: - split: train path: atari-kangaroo_subset/train-* - config_name: atari-krull_newdata data_files: - split: train path: atari-krull_newdata/train-* - config_name: atari-krull_subset data_files: - split: train path: atari-krull_subset/train-* - config_name: atari-kungfumaster_newdata data_files: - split: train path: atari-kungfumaster_newdata/train-* - config_name: atari-kungfumaster_subset data_files: - split: train path: atari-kungfumaster_subset/train-* - config_name: atari-montezumarevenge_newdata data_files: - split: train path: atari-montezumarevenge_newdata/train-* - config_name: atari-montezumarevenge_subset data_files: - split: train path: atari-montezumarevenge_subset/train-* - config_name: atari-mspacman_newdata data_files: - split: train path: atari-mspacman_newdata/train-* - config_name: atari-namethisgame_newdata data_files: - split: train path: atari-namethisgame_newdata/train-* - config_name: atari-namethisgame_subset data_files: - split: train path: atari-namethisgame_subset/train-* - config_name: atari-phoenix_newdata data_files: - split: train path: atari-phoenix_newdata/train-* - config_name: atari-phoenix_subset data_files: - split: train path: atari-phoenix_subset/train-* - config_name: atari-pitfall_newdata data_files: - split: train path: atari-pitfall_newdata/train-* - config_name: atari-pitfall_subset data_files: - split: train path: atari-pitfall_subset/train-* - config_name: atari-pong_newdata data_files: - split: train path: atari-pong_newdata/train-* - config_name: atari-privateeye_newdata data_files: - split: train path: atari-privateeye_newdata/train-* - config_name: atari-privateeye_subset data_files: - split: train path: atari-privateeye_subset/train-* - config_name: atari-qbert_newdata data_files: - split: train path: atari-qbert_newdata/train-* - config_name: atari-qbert_subset data_files: - split: train path: atari-qbert_subset/train-* - config_name: atari-riverraid_newdata data_files: - split: train path: atari-riverraid_newdata/train-* - config_name: atari-riverraid_subset data_files: - split: train path: atari-riverraid_subset/train-* - config_name: atari-roadrunner_newdata data_files: - split: train path: atari-roadrunner_newdata/train-* - config_name: atari-roadrunner_subset data_files: - split: train path: atari-roadrunner_subset/train-* - config_name: atari-robotank_newdata data_files: - split: train path: atari-robotank_newdata/train-* - config_name: atari-robotank_subset data_files: - split: train path: atari-robotank_subset/train-* - config_name: atari-seaquest_newdata data_files: - split: train path: atari-seaquest_newdata/train-* - config_name: atari-seaquest_subset data_files: - split: train path: atari-seaquest_subset/train-* - config_name: atari-skiing_newdata data_files: - split: train path: atari-skiing_newdata/train-* - config_name: atari-skiing_subset data_files: - split: train path: atari-skiing_subset/train-* - config_name: atari-solaris_newdata data_files: - split: train path: atari-solaris_newdata/train-* - config_name: atari-solaris_subset data_files: - split: train path: atari-solaris_subset/train-* - config_name: atari-spaceinvaders_newdata data_files: - split: train path: atari-spaceinvaders_newdata/train-* - config_name: atari-stargunner_newdata data_files: - split: train path: atari-stargunner_newdata/train-* - config_name: atari-surround_newdata data_files: - split: train path: atari-surround_newdata/train-* - config_name: atari-surround_subset data_files: - split: train path: atari-surround_subset/train-* - config_name: atari-tennis_newdata data_files: - split: train path: atari-tennis_newdata/train-* - config_name: atari-tennis_subset data_files: - split: train path: atari-tennis_subset/train-* - config_name: atari-timepilot_newdata data_files: - split: train path: atari-timepilot_newdata/train-* - config_name: atari-timepilot_subset data_files: - split: train path: atari-timepilot_subset/train-* - config_name: atari-tutankham_newdata data_files: - split: train path: atari-tutankham_newdata/train-* - config_name: atari-tutankham_subset data_files: - split: train path: atari-tutankham_subset/train-* - config_name: atari-upndown_newdata data_files: - split: train path: atari-upndown_newdata/train-* - config_name: atari-upndown_subset data_files: - split: train path: atari-upndown_subset/train-* - config_name: atari-venture_newdata data_files: - split: train path: atari-venture_newdata/train-* - config_name: atari-venture_subset data_files: - split: train path: atari-venture_subset/train-* - config_name: atari-videopinball_newdata data_files: - split: train path: atari-videopinball_newdata/train-* - config_name: atari-videopinball_subset data_files: - split: train path: atari-videopinball_subset/train-* - config_name: atari-wizardofwor_newdata data_files: - split: train path: atari-wizardofwor_newdata/train-* - config_name: atari-wizardofwor_subset data_files: - split: train path: atari-wizardofwor_subset/train-* - config_name: atari-yarsrevenge_newdata data_files: - split: train path: atari-yarsrevenge_newdata/train-* - config_name: atari-yarsrevenge_subset data_files: - split: train path: atari-yarsrevenge_subset/train-* - config_name: atari-zaxxon_newdata data_files: - split: train path: atari-zaxxon_newdata/train-* - config_name: atari-zaxxon_subset data_files: - split: train path: atari-zaxxon_subset/train-* - config_name: babyai-action-obj-door_newdata data_files: - split: train path: babyai-action-obj-door_newdata/train-* - config_name: babyai-action-obj-door_subset data_files: - split: train path: babyai-action-obj-door_subset/train-* - config_name: babyai-blocked-unlock-pickup_newdata data_files: - split: train path: babyai-blocked-unlock-pickup_newdata/train-* - config_name: babyai-blocked-unlock-pickup_subset data_files: - split: train path: babyai-blocked-unlock-pickup_subset/train-* - config_name: babyai-boss-level-no-unlock_newdata data_files: - split: train path: babyai-boss-level-no-unlock_newdata/train-* - config_name: babyai-boss-level-no-unlock_subset data_files: - split: train path: babyai-boss-level-no-unlock_subset/train-* - config_name: babyai-boss-level_newdata data_files: - split: train path: babyai-boss-level_newdata/train-* - config_name: babyai-boss-level_subset data_files: - split: train path: babyai-boss-level_subset/train-* - config_name: babyai-find-obj-s5_newdata data_files: - split: train path: babyai-find-obj-s5_newdata/train-* - config_name: babyai-find-obj-s5_subset data_files: - split: train path: babyai-find-obj-s5_subset/train-* - config_name: babyai-go-to-door_newdata data_files: - split: train path: babyai-go-to-door_newdata/train-* - config_name: babyai-go-to-door_subset data_files: - split: train path: babyai-go-to-door_subset/train-* - config_name: babyai-go-to-imp-unlock_newdata data_files: - split: train path: babyai-go-to-imp-unlock_newdata/train-* - config_name: babyai-go-to-imp-unlock_subset data_files: - split: train path: babyai-go-to-imp-unlock_subset/train-* - config_name: babyai-go-to-local_newdata data_files: - split: train path: babyai-go-to-local_newdata/train-* - config_name: babyai-go-to-local_subset data_files: - split: train path: babyai-go-to-local_subset/train-* - config_name: babyai-go-to-obj-door_newdata data_files: - split: train path: babyai-go-to-obj-door_newdata/train-* - config_name: babyai-go-to-obj-door_subset data_files: - split: train path: babyai-go-to-obj-door_subset/train-* - config_name: babyai-go-to-obj_newdata data_files: - split: train path: babyai-go-to-obj_newdata/train-* - config_name: babyai-go-to-obj_subset data_files: - split: train path: babyai-go-to-obj_subset/train-* - config_name: babyai-go-to-red-ball-grey_newdata data_files: - split: train path: babyai-go-to-red-ball-grey_newdata/train-* - config_name: babyai-go-to-red-ball-grey_subset data_files: - split: train path: babyai-go-to-red-ball-grey_subset/train-* - config_name: babyai-go-to-red-ball-no-dists_newdata data_files: - split: train path: babyai-go-to-red-ball-no-dists_newdata/train-* - config_name: babyai-go-to-red-ball-no-dists_subset data_files: - split: train path: babyai-go-to-red-ball-no-dists_subset/train-* - config_name: babyai-go-to-red-ball_newdata data_files: - split: train path: babyai-go-to-red-ball_newdata/train-* - config_name: babyai-go-to-red-ball_subset data_files: - split: train path: babyai-go-to-red-ball_subset/train-* - config_name: babyai-go-to-red-blue-ball_newdata data_files: - split: train path: babyai-go-to-red-blue-ball_newdata/train-* - config_name: babyai-go-to-red-blue-ball_subset data_files: - split: train path: babyai-go-to-red-blue-ball_subset/train-* - config_name: babyai-go-to-seq_newdata data_files: - split: train path: babyai-go-to-seq_newdata/train-* - config_name: babyai-go-to-seq_subset data_files: - split: train path: babyai-go-to-seq_subset/train-* - config_name: babyai-go-to_newdata data_files: - split: train path: babyai-go-to_newdata/train-* - config_name: babyai-go-to_subset data_files: - split: train path: babyai-go-to_subset/train-* - config_name: babyai-key-corridor_newdata data_files: - split: train path: babyai-key-corridor_newdata/train-* - config_name: babyai-key-corridor_subset data_files: - split: train path: babyai-key-corridor_subset/train-* - config_name: babyai-mini-boss-level_newdata data_files: - split: train path: babyai-mini-boss-level_newdata/train-* - config_name: babyai-mini-boss-level_subset data_files: - split: train path: babyai-mini-boss-level_subset/train-* - config_name: babyai-move-two-across-s8n9_newdata data_files: - split: train path: babyai-move-two-across-s8n9_newdata/train-* - config_name: babyai-move-two-across-s8n9_subset data_files: - split: train path: babyai-move-two-across-s8n9_subset/train-* - config_name: babyai-one-room-s8_newdata data_files: - split: train path: babyai-one-room-s8_newdata/train-* - config_name: babyai-one-room-s8_subset data_files: - split: train path: babyai-one-room-s8_subset/train-* - config_name: babyai-open-door_newdata data_files: - split: train path: babyai-open-door_newdata/train-* - config_name: babyai-open-door_subset data_files: - split: train path: babyai-open-door_subset/train-* - config_name: babyai-open-doors-order-n4_newdata data_files: - split: train path: babyai-open-doors-order-n4_newdata/train-* - config_name: babyai-open-doors-order-n4_subset data_files: - split: train path: babyai-open-doors-order-n4_subset/train-* - config_name: babyai-open-red-door_newdata data_files: - split: train path: babyai-open-red-door_newdata/train-* - config_name: babyai-open-red-door_subset data_files: - split: train path: babyai-open-red-door_subset/train-* - config_name: babyai-open-two-doors_newdata data_files: - split: train path: babyai-open-two-doors_newdata/train-* - config_name: babyai-open-two-doors_subset data_files: - split: train path: babyai-open-two-doors_subset/train-* - config_name: babyai-open_newdata data_files: - split: train path: babyai-open_newdata/train-* - config_name: babyai-open_subset data_files: - split: train path: babyai-open_subset/train-* - config_name: babyai-pickup-above_newdata data_files: - split: train path: babyai-pickup-above_newdata/train-* - config_name: babyai-pickup-above_subset data_files: - split: train path: babyai-pickup-above_subset/train-* - config_name: babyai-pickup-dist_newdata data_files: - split: train path: babyai-pickup-dist_newdata/train-* - config_name: babyai-pickup-dist_subset data_files: - split: train path: babyai-pickup-dist_subset/train-* - config_name: babyai-pickup-loc_newdata data_files: - split: train path: babyai-pickup-loc_newdata/train-* - config_name: babyai-pickup-loc_subset data_files: - split: train path: babyai-pickup-loc_subset/train-* - config_name: babyai-pickup_newdata data_files: - split: train path: babyai-pickup_newdata/train-* - config_name: babyai-pickup_subset data_files: - split: train path: babyai-pickup_subset/train-* - config_name: babyai-put-next-local_newdata data_files: - split: train path: babyai-put-next-local_newdata/train-* - config_name: babyai-put-next-local_subset data_files: - split: train path: babyai-put-next-local_subset/train-* - config_name: babyai-put-next_newdata data_files: - split: train path: babyai-put-next_newdata/train-* - config_name: babyai-put-next_subset data_files: - split: train path: babyai-put-next_subset/train-* - config_name: babyai-synth-loc_newdata data_files: - split: train path: babyai-synth-loc_newdata/train-* - config_name: babyai-synth-loc_subset data_files: - split: train path: babyai-synth-loc_subset/train-* - config_name: babyai-synth-seq_newdata data_files: - split: train path: babyai-synth-seq_newdata/train-* - config_name: babyai-synth-seq_subset data_files: - split: train path: babyai-synth-seq_subset/train-* - config_name: babyai-synth_newdata data_files: - split: train path: babyai-synth_newdata/train-* - config_name: babyai-synth_subset data_files: - split: train path: babyai-synth_subset/train-* - config_name: babyai-unblock-pickup_newdata data_files: - split: train path: babyai-unblock-pickup_newdata/train-* - config_name: babyai-unblock-pickup_subset data_files: - split: train path: babyai-unblock-pickup_subset/train-* - config_name: babyai-unlock-local_newdata data_files: - split: train path: babyai-unlock-local_newdata/train-* - config_name: babyai-unlock-local_subset data_files: - split: train path: babyai-unlock-local_subset/train-* - config_name: babyai-unlock-pickup_newdata data_files: - split: train path: babyai-unlock-pickup_newdata/train-* - config_name: babyai-unlock-pickup_subset data_files: - split: train path: babyai-unlock-pickup_subset/train-* - config_name: babyai-unlock-to-unlock_newdata data_files: - split: train path: babyai-unlock-to-unlock_newdata/train-* - config_name: babyai-unlock-to-unlock_subset data_files: - split: train path: babyai-unlock-to-unlock_subset/train-* - config_name: babyai-unlock_newdata data_files: - split: train path: babyai-unlock_newdata/train-* - config_name: babyai-unlock_subset data_files: - split: train path: babyai-unlock_subset/train-* - config_name: metaworld-assembly_newdata data_files: - split: train path: metaworld-assembly_newdata/train-* - config_name: metaworld-assembly_subset data_files: - split: train path: metaworld-assembly_subset/train-* - config_name: metaworld-basketball_newdata data_files: - split: train path: metaworld-basketball_newdata/train-* - config_name: metaworld-basketball_subset data_files: - split: train path: metaworld-basketball_subset/train-* - config_name: metaworld-bin-picking_newdata data_files: - split: train path: metaworld-bin-picking_newdata/train-* - config_name: metaworld-box-close_newdata data_files: - split: train path: metaworld-box-close_newdata/train-* - config_name: metaworld-button-press-topdown-wall_newdata data_files: - split: train path: metaworld-button-press-topdown-wall_newdata/train-* - config_name: metaworld-button-press-topdown-wall_subset data_files: - split: train path: metaworld-button-press-topdown-wall_subset/train-* - config_name: metaworld-button-press-topdown_newdata data_files: - split: train path: metaworld-button-press-topdown_newdata/train-* - config_name: metaworld-button-press-topdown_subset data_files: - split: train path: metaworld-button-press-topdown_subset/train-* - config_name: metaworld-button-press-wall_newdata data_files: - split: train path: metaworld-button-press-wall_newdata/train-* - config_name: metaworld-button-press-wall_subset data_files: - split: train path: metaworld-button-press-wall_subset/train-* - config_name: metaworld-button-press_newdata data_files: - split: train path: metaworld-button-press_newdata/train-* - config_name: metaworld-button-press_subset data_files: - split: train path: metaworld-button-press_subset/train-* - config_name: metaworld-coffee-button_newdata data_files: - split: train path: metaworld-coffee-button_newdata/train-* - config_name: metaworld-coffee-button_subset data_files: - split: train path: metaworld-coffee-button_subset/train-* - config_name: metaworld-coffee-pull_newdata data_files: - split: train path: metaworld-coffee-pull_newdata/train-* - config_name: metaworld-coffee-pull_subset data_files: - split: train path: metaworld-coffee-pull_subset/train-* - config_name: metaworld-coffee-push_newdata data_files: - split: train path: metaworld-coffee-push_newdata/train-* - config_name: metaworld-coffee-push_subset data_files: - split: train path: metaworld-coffee-push_subset/train-* - config_name: metaworld-dial-turn_newdata data_files: - split: train path: metaworld-dial-turn_newdata/train-* - config_name: metaworld-dial-turn_subset data_files: - split: train path: metaworld-dial-turn_subset/train-* - config_name: metaworld-disassemble_newdata data_files: - split: train path: metaworld-disassemble_newdata/train-* - config_name: metaworld-disassemble_subset data_files: - split: train path: metaworld-disassemble_subset/train-* - config_name: metaworld-door-close_newdata data_files: - split: train path: metaworld-door-close_newdata/train-* - config_name: metaworld-door-close_subset data_files: - split: train path: metaworld-door-close_subset/train-* - config_name: metaworld-door-lock_newdata data_files: - split: train path: metaworld-door-lock_newdata/train-* - config_name: metaworld-door-open_newdata data_files: - split: train path: metaworld-door-open_newdata/train-* - config_name: metaworld-door-open_subset data_files: - split: train path: metaworld-door-open_subset/train-* - config_name: metaworld-door-unlock_newdata data_files: - split: train path: metaworld-door-unlock_newdata/train-* - config_name: metaworld-drawer-close_newdata data_files: - split: train path: metaworld-drawer-close_newdata/train-* - config_name: metaworld-drawer-close_subset data_files: - split: train path: metaworld-drawer-close_subset/train-* - config_name: metaworld-drawer-open_newdata data_files: - split: train path: metaworld-drawer-open_newdata/train-* - config_name: metaworld-drawer-open_subset data_files: - split: train path: metaworld-drawer-open_subset/train-* - config_name: metaworld-faucet-close_newdata data_files: - split: train path: metaworld-faucet-close_newdata/train-* - config_name: metaworld-faucet-close_subset data_files: - split: train path: metaworld-faucet-close_subset/train-* - config_name: metaworld-faucet-open_newdata data_files: - split: train path: metaworld-faucet-open_newdata/train-* - config_name: metaworld-faucet-open_subset data_files: - split: train path: metaworld-faucet-open_subset/train-* - config_name: metaworld-hammer_newdata data_files: - split: train path: metaworld-hammer_newdata/train-* - config_name: metaworld-hammer_subset data_files: - split: train path: metaworld-hammer_subset/train-* - config_name: metaworld-hand-insert_newdata data_files: - split: train path: metaworld-hand-insert_newdata/train-* - config_name: metaworld-handle-press-side_newdata data_files: - split: train path: metaworld-handle-press-side_newdata/train-* - config_name: metaworld-handle-press-side_subset data_files: - split: train path: metaworld-handle-press-side_subset/train-* - config_name: metaworld-handle-press_newdata data_files: - split: train path: metaworld-handle-press_newdata/train-* - config_name: metaworld-handle-press_subset data_files: - split: train path: metaworld-handle-press_subset/train-* - config_name: metaworld-handle-pull-side_newdata data_files: - split: train path: metaworld-handle-pull-side_newdata/train-* - config_name: metaworld-handle-pull-side_subset data_files: - split: train path: metaworld-handle-pull-side_subset/train-* - config_name: metaworld-handle-pull_newdata data_files: - split: train path: metaworld-handle-pull_newdata/train-* - config_name: metaworld-handle-pull_subset data_files: - split: train path: metaworld-handle-pull_subset/train-* - config_name: metaworld-lever-pull_newdata data_files: - split: train path: metaworld-lever-pull_newdata/train-* - config_name: metaworld-lever-pull_subset data_files: - split: train path: metaworld-lever-pull_subset/train-* - config_name: metaworld-peg-insert-side_newdata data_files: - split: train path: metaworld-peg-insert-side_newdata/train-* - config_name: metaworld-peg-insert-side_subset data_files: - split: train path: metaworld-peg-insert-side_subset/train-* - config_name: metaworld-peg-unplug-side_newdata data_files: - split: train path: metaworld-peg-unplug-side_newdata/train-* - config_name: metaworld-peg-unplug-side_subset data_files: - split: train path: metaworld-peg-unplug-side_subset/train-* - config_name: metaworld-pick-out-of-hole_newdata data_files: - split: train path: metaworld-pick-out-of-hole_newdata/train-* - config_name: metaworld-pick-out-of-hole_subset data_files: - split: train path: metaworld-pick-out-of-hole_subset/train-* - config_name: metaworld-pick-place-wall_newdata data_files: - split: train path: metaworld-pick-place-wall_newdata/train-* - config_name: metaworld-pick-place-wall_subset data_files: - split: train path: metaworld-pick-place-wall_subset/train-* - config_name: metaworld-pick-place_newdata data_files: - split: train path: metaworld-pick-place_newdata/train-* - config_name: metaworld-pick-place_subset data_files: - split: train path: metaworld-pick-place_subset/train-* - config_name: metaworld-plate-slide-back-side_newdata data_files: - split: train path: metaworld-plate-slide-back-side_newdata/train-* - config_name: metaworld-plate-slide-back-side_subset data_files: - split: train path: metaworld-plate-slide-back-side_subset/train-* - config_name: metaworld-plate-slide-back_newdata data_files: - split: train path: metaworld-plate-slide-back_newdata/train-* - config_name: metaworld-plate-slide-back_subset data_files: - split: train path: metaworld-plate-slide-back_subset/train-* - config_name: metaworld-plate-slide-side_newdata data_files: - split: train path: metaworld-plate-slide-side_newdata/train-* - config_name: metaworld-plate-slide-side_subset data_files: - split: train path: metaworld-plate-slide-side_subset/train-* - config_name: metaworld-plate-slide_newdata data_files: - split: train path: metaworld-plate-slide_newdata/train-* - config_name: metaworld-plate-slide_subset data_files: - split: train path: metaworld-plate-slide_subset/train-* - config_name: metaworld-push-back_newdata data_files: - split: train path: metaworld-push-back_newdata/train-* - config_name: metaworld-push-back_subset data_files: - split: train path: metaworld-push-back_subset/train-* - config_name: metaworld-push-wall_newdata data_files: - split: train path: metaworld-push-wall_newdata/train-* - config_name: metaworld-push-wall_subset data_files: - split: train path: metaworld-push-wall_subset/train-* - config_name: metaworld-push_newdata data_files: - split: train path: metaworld-push_newdata/train-* - config_name: metaworld-push_subset data_files: - split: train path: metaworld-push_subset/train-* - config_name: metaworld-reach-wall_newdata data_files: - split: train path: metaworld-reach-wall_newdata/train-* - config_name: metaworld-reach-wall_subset data_files: - split: train path: metaworld-reach-wall_subset/train-* - config_name: metaworld-reach_newdata data_files: - split: train path: metaworld-reach_newdata/train-* - config_name: metaworld-reach_subset data_files: - split: train path: metaworld-reach_subset/train-* - config_name: metaworld-shelf-place_newdata data_files: - split: train path: metaworld-shelf-place_newdata/train-* - config_name: metaworld-shelf-place_subset data_files: - split: train path: metaworld-shelf-place_subset/train-* - config_name: metaworld-soccer_newdata data_files: - split: train path: metaworld-soccer_newdata/train-* - config_name: metaworld-soccer_subset data_files: - split: train path: metaworld-soccer_subset/train-* - config_name: metaworld-stick-pull_newdata data_files: - split: train path: metaworld-stick-pull_newdata/train-* - config_name: metaworld-stick-pull_subset data_files: - split: train path: metaworld-stick-pull_subset/train-* - config_name: metaworld-stick-push_newdata data_files: - split: train path: metaworld-stick-push_newdata/train-* - config_name: metaworld-stick-push_subset data_files: - split: train path: metaworld-stick-push_subset/train-* - config_name: metaworld-sweep-into_newdata data_files: - split: train path: metaworld-sweep-into_newdata/train-* - config_name: metaworld-sweep-into_subset data_files: - split: train path: metaworld-sweep-into_subset/train-* - config_name: metaworld-sweep_newdata data_files: - split: train path: metaworld-sweep_newdata/train-* - config_name: metaworld-sweep_subset data_files: - split: train path: metaworld-sweep_subset/train-* - config_name: metaworld-window-close_newdata data_files: - split: train path: metaworld-window-close_newdata/train-* - config_name: metaworld-window-close_subset data_files: - split: train path: metaworld-window-close_subset/train-* - config_name: metaworld-window-open_newdata data_files: - split: train path: metaworld-window-open_newdata/train-* - config_name: metaworld-window-open_subset data_files: - split: train path: metaworld-window-open_subset/train-* - config_name: mujoco-ant_newdata data_files: - split: train path: mujoco-ant_newdata/train-* - config_name: mujoco-ant_subset data_files: - split: train path: mujoco-ant_subset/train-* - config_name: mujoco-doublependulum_newdata data_files: - split: train path: mujoco-doublependulum_newdata/train-* - config_name: mujoco-doublependulum_subset data_files: - split: train path: mujoco-doublependulum_subset/train-* - config_name: mujoco-halfcheetah_newdata data_files: - split: train path: mujoco-halfcheetah_newdata/train-* - config_name: mujoco-hopper_newdata data_files: - split: train path: mujoco-hopper_newdata/train-* - config_name: mujoco-humanoid_newdata data_files: - split: train path: mujoco-humanoid_newdata/train-* - config_name: mujoco-humanoid_subset data_files: - split: train path: mujoco-humanoid_subset/train-* - config_name: mujoco-pendulum_newdata data_files: - split: train path: mujoco-pendulum_newdata/train-* - config_name: mujoco-pendulum_subset data_files: - split: train path: mujoco-pendulum_subset/train-* - config_name: mujoco-pusher_newdata data_files: - split: train path: mujoco-pusher_newdata/train-* - config_name: mujoco-pusher_subset data_files: - split: train path: mujoco-pusher_subset/train-* - config_name: mujoco-reacher_newdata data_files: - split: train path: mujoco-reacher_newdata/train-* - config_name: mujoco-reacher_subset data_files: - split: train path: mujoco-reacher_subset/train-* - config_name: mujoco-standup_newdata data_files: - split: train path: mujoco-standup_newdata/train-* - config_name: mujoco-standup_subset data_files: - split: train path: mujoco-standup_subset/train-* - config_name: mujoco-swimmer_newdata data_files: - split: train path: mujoco-swimmer_newdata/train-* - config_name: mujoco-swimmer_subset data_files: - split: train path: mujoco-swimmer_subset/train-* - config_name: mujoco-walker_newdata data_files: - split: train path: mujoco-walker_newdata/train-* - config_name: mujoco-walker_subset data_files: - split: train path: mujoco-walker_subset/train-* --- This is the dataset for `REGENT: A Retrieval-Augmented Generalist Agent That Can Act In-Context In New Environments`. The REGENT dataset includes a subset of the JAT (tokenized) dataset (from https://huggingface.co/datasets/jat-project) for the REGENT training environments. It has around a 100k transitions from each of the 145 training environments (45 metaworld, 52 atari, 9 mujoco, 39 babyai). Please find this in the *_subset folders. ![depiction of 145 training environments and 12 unseen environments](https://kaustubhsridhar.github.io/regent-research/static/images/problem_setting_jat.png) It also has distance values for input sequences used in the REGENT model for both the above 145 training environments and 12 unseen environments. These values are used for computing the distance normalization value in every environment. These values, along with the indices of the input sequences, in the training environments alone, are used for pre-training REGENT. We detail this REGENT subset of the JAT dataset at https://github.com/regent-research/regent/blob/main/scripts_preprocessing/README.md.
poloclub/diffusiondb
poloclub
"2024-01-22T22:17:47Z"
14,835
485
[ "task_categories:text-to-image", "task_categories:image-to-text", "task_ids:image-captioning", "annotations_creators:no-annotation", "language_creators:found", "multilinguality:multilingual", "source_datasets:original", "language:en", "license:cc0-1.0", "size_categories:n>1T", "arxiv:2210.14896", "region:us", "stable diffusion", "prompt engineering", "prompts", "research paper" ]
[ "text-to-image", "image-to-text" ]
"2022-10-25T02:25:28Z"
--- layout: default title: Home nav_order: 1 has_children: false annotations_creators: - no-annotation language: - en language_creators: - found license: - cc0-1.0 multilinguality: - multilingual pretty_name: DiffusionDB size_categories: - n>1T source_datasets: - original tags: - stable diffusion - prompt engineering - prompts - research paper task_categories: - text-to-image - image-to-text task_ids: - image-captioning --- # DiffusionDB <img width="100%" src="https://user-images.githubusercontent.com/15007159/201762588-f24db2b8-dbb2-4a94-947b-7de393fc3d33.gif"> ## Table of Contents - [DiffusionDB](#diffusiondb) - [Table of Contents](#table-of-contents) - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Two Subsets](#two-subsets) - [Key Differences](#key-differences) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Dataset Metadata](#dataset-metadata) - [Metadata Schema](#metadata-schema) - [Data Splits](#data-splits) - [Loading Data Subsets](#loading-data-subsets) - [Method 1: Using Hugging Face Datasets Loader](#method-1-using-hugging-face-datasets-loader) - [Method 2. Use the PoloClub Downloader](#method-2-use-the-poloclub-downloader) - [Usage/Examples](#usageexamples) - [Downloading a single file](#downloading-a-single-file) - [Downloading a range of files](#downloading-a-range-of-files) - [Downloading to a specific directory](#downloading-to-a-specific-directory) - [Setting the files to unzip once they've been downloaded](#setting-the-files-to-unzip-once-theyve-been-downloaded) - [Method 3. Use `metadata.parquet` (Text Only)](#method-3-use-metadataparquet-text-only) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Initial Data Collection and Normalization](#initial-data-collection-and-normalization) - [Who are the source language producers?](#who-are-the-source-language-producers) - [Annotations](#annotations) - [Annotation process](#annotation-process) - [Who are the annotators?](#who-are-the-annotators) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [DiffusionDB homepage](https://poloclub.github.io/diffusiondb) - **Repository:** [DiffusionDB repository](https://github.com/poloclub/diffusiondb) - **Distribution:** [DiffusionDB Hugging Face Dataset](https://huggingface.co/datasets/poloclub/diffusiondb) - **Paper:** [DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models](https://arxiv.org/abs/2210.14896) - **Point of Contact:** [Jay Wang](mailto:jayw@gatech.edu) ### Dataset Summary DiffusionDB is the first large-scale text-to-image prompt dataset. It contains **14 million** images generated by Stable Diffusion using prompts and hyperparameters specified by real users. DiffusionDB is publicly available at [🤗 Hugging Face Dataset](https://huggingface.co/datasets/poloclub/diffusiondb). ### Supported Tasks and Leaderboards The unprecedented scale and diversity of this human-actuated dataset provide exciting research opportunities in understanding the interplay between prompts and generative models, detecting deepfakes, and designing human-AI interaction tools to help users more easily use these models. ### Languages The text in the dataset is mostly English. It also contains other languages such as Spanish, Chinese, and Russian. ### Two Subsets DiffusionDB provides two subsets (DiffusionDB 2M and DiffusionDB Large) to support different needs. |Subset|Num of Images|Num of Unique Prompts|Size|Image Directory|Metadata Table| |:--|--:|--:|--:|--:|--:| |DiffusionDB 2M|2M|1.5M|1.6TB|`images/`|`metadata.parquet`| |DiffusionDB Large|14M|1.8M|6.5TB|`diffusiondb-large-part-1/` `diffusiondb-large-part-2/`|`metadata-large.parquet`| ##### Key Differences 1. Two subsets have a similar number of unique prompts, but DiffusionDB Large has much more images. DiffusionDB Large is a superset of DiffusionDB 2M. 2. Images in DiffusionDB 2M are stored in `png` format; images in DiffusionDB Large use a lossless `webp` format. ## Dataset Structure We use a modularized file structure to distribute DiffusionDB. The 2 million images in DiffusionDB 2M are split into 2,000 folders, where each folder contains 1,000 images and a JSON file that links these 1,000 images to their prompts and hyperparameters. Similarly, the 14 million images in DiffusionDB Large are split into 14,000 folders. ```bash # DiffusionDB 2M ./ ├── images │   ├── part-000001 │   │   ├── 3bfcd9cf-26ea-4303-bbe1-b095853f5360.png │   │   ├── 5f47c66c-51d4-4f2c-a872-a68518f44adb.png │   │   ├── 66b428b9-55dc-4907-b116-55aaa887de30.png │   │   ├── [...] │   │   └── part-000001.json │   ├── part-000002 │   ├── part-000003 │   ├── [...] │   └── part-002000 └── metadata.parquet ``` ```bash # DiffusionDB Large ./ ├── diffusiondb-large-part-1 │   ├── part-000001 │   │   ├── 0a8dc864-1616-4961-ac18-3fcdf76d3b08.webp │   │   ├── 0a25cacb-5d91-4f27-b18a-bd423762f811.webp │   │   ├── 0a52d584-4211-43a0-99ef-f5640ee2fc8c.webp │   │   ├── [...] │   │   └── part-000001.json │   ├── part-000002 │   ├── part-000003 │   ├── [...] │   └── part-010000 ├── diffusiondb-large-part-2 │   ├── part-010001 │   │   ├── 0a68f671-3776-424c-91b6-c09a0dd6fc2d.webp │   │   ├── 0a0756e9-1249-4fe2-a21a-12c43656c7a3.webp │   │   ├── 0aa48f3d-f2d9-40a8-a800-c2c651ebba06.webp │   │   ├── [...] │   │   └── part-000001.json │   ├── part-010002 │   ├── part-010003 │   ├── [...] │   └── part-014000 └── metadata-large.parquet ``` These sub-folders have names `part-0xxxxx`, and each image has a unique name generated by [UUID Version 4](https://en.wikipedia.org/wiki/Universally_unique_identifier). The JSON file in a sub-folder has the same name as the sub-folder. Each image is a `PNG` file (DiffusionDB 2M) or a lossless `WebP` file (DiffusionDB Large). The JSON file contains key-value pairs mapping image filenames to their prompts and hyperparameters. ### Data Instances For example, below is the image of `f3501e05-aef7-4225-a9e9-f516527408ac.png` and its key-value pair in `part-000001.json`. <img width="300" src="https://i.imgur.com/gqWcRs2.png"> ```json { "f3501e05-aef7-4225-a9e9-f516527408ac.png": { "p": "geodesic landscape, john chamberlain, christopher balaskas, tadao ando, 4 k, ", "se": 38753269, "c": 12.0, "st": 50, "sa": "k_lms" }, } ``` ### Data Fields - key: Unique image name - `p`: Prompt - `se`: Random seed - `c`: CFG Scale (guidance scale) - `st`: Steps - `sa`: Sampler ### Dataset Metadata To help you easily access prompts and other attributes of images without downloading all the Zip files, we include two metadata tables `metadata.parquet` and `metadata-large.parquet` for DiffusionDB 2M and DiffusionDB Large, respectively. The shape of `metadata.parquet` is (2000000, 13) and the shape of `metatable-large.parquet` is (14000000, 13). Two tables share the same schema, and each row represents an image. We store these tables in the Parquet format because Parquet is column-based: you can efficiently query individual columns (e.g., prompts) without reading the entire table. Below are three random rows from `metadata.parquet`. | image_name | prompt | part_id | seed | step | cfg | sampler | width | height | user_name | timestamp | image_nsfw | prompt_nsfw | |:-----------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------:|-----------:|-------:|------:|----------:|--------:|---------:|:-----------------------------------------------------------------|:--------------------------|-------------:|--------------:| | 0c46f719-1679-4c64-9ba9-f181e0eae811.png | a small liquid sculpture, corvette, viscous, reflective, digital art | 1050 | 2026845913 | 50 | 7 | 8 | 512 | 512 | c2f288a2ba9df65c38386ffaaf7749106fed29311835b63d578405db9dbcafdb | 2022-08-11 09:05:00+00:00 | 0.0845108 | 0.00383462 | | a00bdeaa-14eb-4f6c-a303-97732177eae9.png | human sculpture of lanky tall alien on a romantic date at italian restaurant with smiling woman, nice restaurant, photography, bokeh | 905 | 1183522603 | 50 | 10 | 8 | 512 | 768 | df778e253e6d32168eb22279a9776b3cde107cc82da05517dd6d114724918651 | 2022-08-19 17:55:00+00:00 | 0.692934 | 0.109437 | | 6e5024ce-65ed-47f3-b296-edb2813e3c5b.png | portrait of barbaric spanish conquistador, symmetrical, by yoichi hatakenaka, studio ghibli and dan mumford | 286 | 1713292358 | 50 | 7 | 8 | 512 | 640 | 1c2e93cfb1430adbd956be9c690705fe295cbee7d9ac12de1953ce5e76d89906 | 2022-08-12 03:26:00+00:00 | 0.0773138 | 0.0249675 | #### Metadata Schema `metadata.parquet` and `metatable-large.parquet` share the same schema. |Column|Type|Description| |:---|:---|:---| |`image_name`|`string`|Image UUID filename.| |`prompt`|`string`|The text prompt used to generate this image.| |`part_id`|`uint16`|Folder ID of this image.| |`seed`|`uint32`| Random seed used to generate this image.| |`step`|`uint16`| Step count (hyperparameter).| |`cfg`|`float32`| Guidance scale (hyperparameter).| |`sampler`|`uint8`| Sampler method (hyperparameter). Mapping: `{1: "ddim", 2: "plms", 3: "k_euler", 4: "k_euler_ancestral", 5: "k_heun", 6: "k_dpm_2", 7: "k_dpm_2_ancestral", 8: "k_lms", 9: "others"}`. |`width`|`uint16`|Image width.| |`height`|`uint16`|Image height.| |`user_name`|`string`|The unique discord ID's SHA256 hash of the user who generated this image. For example, the hash for `xiaohk#3146` is `e285b7ef63be99e9107cecd79b280bde602f17e0ca8363cb7a0889b67f0b5ed0`. "deleted_account" refer to users who have deleted their accounts. None means the image has been deleted before we scrape it for the second time.| |`timestamp`|`timestamp`|UTC Timestamp when this image was generated. None means the image has been deleted before we scrape it for the second time. Note that timestamp is not accurate for duplicate images that have the same prompt, hypareparameters, width, height.| |`image_nsfw`|`float32`|Likelihood of an image being NSFW. Scores are predicted by [LAION's state-of-art NSFW detector](https://github.com/LAION-AI/LAION-SAFETY) (range from 0 to 1). A score of 2.0 means the image has already been flagged as NSFW and blurred by Stable Diffusion.| |`prompt_nsfw`|`float32`|Likelihood of a prompt being NSFW. Scores are predicted by the library [Detoxicy](https://github.com/unitaryai/detoxify). Each score represents the maximum of `toxicity` and `sexual_explicit` (range from 0 to 1).| > **Warning** > Although the Stable Diffusion model has an NSFW filter that automatically blurs user-generated NSFW images, this NSFW filter is not perfect—DiffusionDB still contains some NSFW images. Therefore, we compute and provide the NSFW scores for images and prompts using the state-of-the-art models. The distribution of these scores is shown below. Please decide an appropriate NSFW score threshold to filter out NSFW images before using DiffusionDB in your projects. <img src="https://i.imgur.com/1RiGAXL.png" width="100%"> ### Data Splits For DiffusionDB 2M, we split 2 million images into 2,000 folders where each folder contains 1,000 images and a JSON file. For DiffusionDB Large, we split 14 million images into 14,000 folders where each folder contains 1,000 images and a JSON file. ### Loading Data Subsets DiffusionDB is large (1.6TB or 6.5 TB)! However, with our modularized file structure, you can easily load a desirable number of images and their prompts and hyperparameters. In the [`example-loading.ipynb`](https://github.com/poloclub/diffusiondb/blob/main/notebooks/example-loading.ipynb) notebook, we demonstrate three methods to load a subset of DiffusionDB. Below is a short summary. #### Method 1: Using Hugging Face Datasets Loader You can use the Hugging Face [`Datasets`](https://huggingface.co/docs/datasets/quickstart) library to easily load prompts and images from DiffusionDB. We pre-defined 16 DiffusionDB subsets (configurations) based on the number of instances. You can see all subsets in the [Dataset Preview](https://huggingface.co/datasets/poloclub/diffusiondb/viewer/all/train). ```python import numpy as np from datasets import load_dataset # Load the dataset with the `large_random_1k` subset dataset = load_dataset('poloclub/diffusiondb', 'large_random_1k') ``` #### Method 2. Use the PoloClub Downloader This repo includes a Python downloader [`download.py`](https://github.com/poloclub/diffusiondb/blob/main/scripts/download.py) that allows you to download and load DiffusionDB. You can use it from your command line. Below is an example of loading a subset of DiffusionDB. ##### Usage/Examples The script is run using command-line arguments as follows: - `-i` `--index` - File to download or lower bound of a range of files if `-r` is also set. - `-r` `--range` - Upper bound of range of files to download if `-i` is set. - `-o` `--output` - Name of custom output directory. Defaults to the current directory if not set. - `-z` `--unzip` - Unzip the file/files after downloading - `-l` `--large` - Download from Diffusion DB Large. Defaults to Diffusion DB 2M. ###### Downloading a single file The specific file to download is supplied as the number at the end of the file on HuggingFace. The script will automatically pad the number out and generate the URL. ```bash python download.py -i 23 ``` ###### Downloading a range of files The upper and lower bounds of the set of files to download are set by the `-i` and `-r` flags respectively. ```bash python download.py -i 1 -r 2000 ``` Note that this range will download the entire dataset. The script will ask you to confirm that you have 1.7Tb free at the download destination. ###### Downloading to a specific directory The script will default to the location of the dataset's `part` .zip files at `images/`. If you wish to move the download location, you should move these files as well or use a symbolic link. ```bash python download.py -i 1 -r 2000 -o /home/$USER/datahoarding/etc ``` Again, the script will automatically add the `/` between the directory and the file when it downloads. ###### Setting the files to unzip once they've been downloaded The script is set to unzip the files _after_ all files have downloaded as both can be lengthy processes in certain circumstances. ```bash python download.py -i 1 -r 2000 -z ``` #### Method 3. Use `metadata.parquet` (Text Only) If your task does not require images, then you can easily access all 2 million prompts and hyperparameters in the `metadata.parquet` table. ```python from urllib.request import urlretrieve import pandas as pd # Download the parquet table table_url = f'https://huggingface.co/datasets/poloclub/diffusiondb/resolve/main/metadata.parquet' urlretrieve(table_url, 'metadata.parquet') # Read the table using Pandas metadata_df = pd.read_parquet('metadata.parquet') ``` ## Dataset Creation ### Curation Rationale Recent diffusion models have gained immense popularity by enabling high-quality and controllable image generation based on text prompts written in natural language. Since the release of these models, people from different domains have quickly applied them to create award-winning artworks, synthetic radiology images, and even hyper-realistic videos. However, generating images with desired details is difficult, as it requires users to write proper prompts specifying the exact expected results. Developing such prompts requires trial and error, and can often feel random and unprincipled. Simon Willison analogizes writing prompts to wizards learning “magical spells”: users do not understand why some prompts work, but they will add these prompts to their “spell book.” For example, to generate highly-detailed images, it has become a common practice to add special keywords such as “trending on artstation” and “unreal engine” in the prompt. Prompt engineering has become a field of study in the context of text-to-text generation, where researchers systematically investigate how to construct prompts to effectively solve different down-stream tasks. As large text-to-image models are relatively new, there is a pressing need to understand how these models react to prompts, how to write effective prompts, and how to design tools to help users generate images. To help researchers tackle these critical challenges, we create DiffusionDB, the first large-scale prompt dataset with 14 million real prompt-image pairs. ### Source Data #### Initial Data Collection and Normalization We construct DiffusionDB by scraping user-generated images on the official Stable Diffusion Discord server. We choose Stable Diffusion because it is currently the only open-source large text-to-image generative model, and all generated images have a CC0 1.0 Universal Public Domain Dedication license that waives all copyright and allows uses for any purpose. We choose the official [Stable Diffusion Discord server](https://discord.gg/stablediffusion) because it is public, and it has strict rules against generating and sharing illegal, hateful, or NSFW (not suitable for work, such as sexual and violent content) images. The server also disallows users to write or share prompts with personal information. #### Who are the source language producers? The language producers are users of the official [Stable Diffusion Discord server](https://discord.gg/stablediffusion). ### Annotations The dataset does not contain any additional annotations. #### Annotation process [N/A] #### Who are the annotators? [N/A] ### Personal and Sensitive Information The authors removed the discord usernames from the dataset. We decide to anonymize the dataset because some prompts might include sensitive information: explicitly linking them to their creators can cause harm to creators. ## Considerations for Using the Data ### Social Impact of Dataset The purpose of this dataset is to help develop better understanding of large text-to-image generative models. The unprecedented scale and diversity of this human-actuated dataset provide exciting research opportunities in understanding the interplay between prompts and generative models, detecting deepfakes, and designing human-AI interaction tools to help users more easily use these models. It should note that we collect images and their prompts from the Stable Diffusion Discord server. The Discord server has rules against users generating or sharing harmful or NSFW (not suitable for work, such as sexual and violent content) images. The Stable Diffusion model used in the server also has an NSFW filter that blurs the generated images if it detects NSFW content. However, it is still possible that some users had generated harmful images that were not detected by the NSFW filter or removed by the server moderators. Therefore, DiffusionDB can potentially contain these images. To mitigate the potential harm, we provide a [Google Form](https://forms.gle/GbYaSpRNYqxCafMZ9) on the [DiffusionDB website](https://poloclub.github.io/diffusiondb/) where users can report harmful or inappropriate images and prompts. We will closely monitor this form and remove reported images and prompts from DiffusionDB. ### Discussion of Biases The 14 million images in DiffusionDB have diverse styles and categories. However, Discord can be a biased data source. Our images come from channels where early users could use a bot to use Stable Diffusion before release. As these users had started using Stable Diffusion before the model was public, we hypothesize that they are AI art enthusiasts and are likely to have experience with other text-to-image generative models. Therefore, the prompting style in DiffusionDB might not represent novice users. Similarly, the prompts in DiffusionDB might not generalize to domains that require specific knowledge, such as medical images. ### Other Known Limitations **Generalizability.** Previous research has shown a prompt that works well on one generative model might not give the optimal result when used in other models. Therefore, different models can need users to write different prompts. For example, many Stable Diffusion prompts use commas to separate keywords, while this pattern is less seen in prompts for DALL-E 2 or Midjourney. Thus, we caution researchers that some research findings from DiffusionDB might not be generalizable to other text-to-image generative models. ## Additional Information ### Dataset Curators DiffusionDB is created by [Jay Wang](https://zijie.wang), [Evan Montoya](https://www.linkedin.com/in/evan-montoya-b252391b4/), [David Munechika](https://www.linkedin.com/in/dmunechika/), [Alex Yang](https://alexanderyang.me), [Ben Hoover](https://www.bhoov.com), [Polo Chau](https://faculty.cc.gatech.edu/~dchau/). ### Licensing Information The DiffusionDB dataset is available under the [CC0 1.0 License](https://creativecommons.org/publicdomain/zero/1.0/). The Python code in this repository is available under the [MIT License](https://github.com/poloclub/diffusiondb/blob/main/LICENSE). ### Citation Information ```bibtex @article{wangDiffusionDBLargescalePrompt2022, title = {{{DiffusionDB}}: {{A}} Large-Scale Prompt Gallery Dataset for Text-to-Image Generative Models}, author = {Wang, Zijie J. and Montoya, Evan and Munechika, David and Yang, Haoyang and Hoover, Benjamin and Chau, Duen Horng}, year = {2022}, journal = {arXiv:2210.14896 [cs]}, url = {https://arxiv.org/abs/2210.14896} } ``` ### Contributions If you have any questions, feel free to [open an issue](https://github.com/poloclub/diffusiondb/issues/new) or contact [Jay Wang](https://zijie.wang).
isp-uv-es/WorldFloodsv2
isp-uv-es
"2024-01-10T11:38:21Z"
14,746
6
[ "license:cc-by-nc-4.0", "modality:geospatial", "modality:image", "doi:10.57967/hf/3149", "region:us", "remote sensing", "sentinel2", "landsat", "floods" ]
null
"2023-12-13T17:43:27Z"
--- license: cc-by-nc-4.0 pipeline_tag: image-segmentation tags: - remote sensing - sentinel2 - landsat - floods --- # *WorldFloodsv2* dataset This repository contains the *WorldFloodsv2* dataset released with the publication: > E. Portalés-Julià, G. Mateo-García, C. Purcell, and L. Gómez-Chova [Global flood extent segmentation in optical satellite images](https://www.nature.com/articles/s41598-023-47595-7). _Scientific Reports 13, 20316_ (2023). DOI: 10.1038/s41598-023-47595-7. The [*WorldFloodsv2* database](https://www.nature.com/articles/s41598-023-47595-7) contains 509 pairs of Sentinel-2 images and flood segmentation masks. Splitted in train, val and test sets. It requires approximately 76GB of hard-disk storage. <img src="worldfloods_v2.png" alt="licence" width="65%"/> ## Download the dataset ``` huggingface-cli download --cache-dir /path/to/cachedir --local-dir /path/to/localdir/WorldFloodsv2 --repo-type dataset isp-uv-es/WorldFloodsv2 ``` ## Explore the dataset The [exploring *WorldFloodsv2*](https://spaceml-org.github.io/ml4floods/content/prep/exploring_worldfloods.html) tutorial in the [ml4floods](https://github.com/spaceml-org/ml4floods) package shows how to process the dataset and plot the images and masks. ## Licence The *WorldFloods* database and all pre-trained models are released under a [Creative Commons non-commercial licence](https://creativecommons.org/licenses/by-nc/4.0/legalcode.txt) ## Cite If you find this work useful, please cite: ``` @article{portales-julia_global_2023, title = {Global flood extent segmentation in optical satellite images}, volume = {13}, issn = {2045-2322}, doi = {10.1038/s41598-023-47595-7}, number = {1}, urldate = {2023-11-30}, journal = {Scientific Reports}, author = {Portalés-Julià, Enrique and Mateo-García, Gonzalo and Purcell, Cormac and Gómez-Chova, Luis}, month = nov, year = {2023}, pages = {20316}, } ```
michaelauli/wiki_bio
michaelauli
"2024-01-18T11:18:02Z"
14,530
21
[ "task_categories:table-to-text", "annotations_creators:found", "language_creators:found", "multilinguality:monolingual", "source_datasets:original", "language:en", "license:cc-by-sa-3.0", "size_categories:100K<n<1M", "arxiv:1603.07771", "region:us" ]
[ "table-to-text" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - found language_creators: - found language: - en license: - cc-by-sa-3.0 multilinguality: - monolingual size_categories: - 100K<n<1M source_datasets: - original task_categories: - table-to-text task_ids: [] paperswithcode_id: wikibio pretty_name: WikiBio dataset_info: features: - name: input_text struct: - name: table sequence: - name: column_header dtype: string - name: row_number dtype: int16 - name: content dtype: string - name: context dtype: string - name: target_text dtype: string splits: - name: train num_bytes: 619269257 num_examples: 582659 - name: test num_bytes: 77264695 num_examples: 72831 - name: val num_bytes: 77335069 num_examples: 72831 download_size: 333998704 dataset_size: 773869021 --- # Dataset Card for [Dataset Name] ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Repository:** https://github.com/DavidGrangier/wikipedia-biography-dataset - **Paper:** https://arxiv.org/pdf/1603.07771.pdf - **GitHub:** https://github.com/DavidGrangier/wikipedia-biography-dataset ### Dataset Summary This Dataset contains 728321 biographies extracted from Wikipedia containing the first paragraph of the biography and the tabular infobox. ### Supported Tasks and Leaderboards The main purpose of this dataset is developing text generation models. ### Languages English. ## Dataset Structure ### Data Instances More Information Needed ### Data Fields The structure of a single sample is the following: ```json { "input_text":{ "context":"pope michael iii of alexandria\n", "table":{ "column_header":[ "type", "ended", "death_date", "title", "enthroned", "name", "buried", "religion", "predecessor", "nationality", "article_title", "feast_day", "birth_place", "residence", "successor" ], "content":[ "pope", "16 march 907", "16 march 907", "56th of st. mark pope of alexandria & patriarch of the see", "25 april 880", "michael iii of alexandria", "monastery of saint macarius the great", "coptic orthodox christian", "shenouda i", "egyptian", "pope michael iii of alexandria\n", "16 -rrb- march -lrb- 20 baramhat in the coptic calendar", "egypt", "saint mark 's church", "gabriel i" ], "row_number":[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] } }, "target_text":"pope michael iii of alexandria -lrb- also known as khail iii -rrb- was the coptic pope of alexandria and patriarch of the see of st. mark -lrb- 880 -- 907 -rrb- .\nin 882 , the governor of egypt , ahmad ibn tulun , forced khail to pay heavy contributions , forcing him to sell a church and some attached properties to the local jewish community .\nthis building was at one time believed to have later become the site of the cairo geniza .\n" } ``` where, in the `"table"` field, all the information of the Wikpedia infobox is stored (the header of the infobox is stored in `"column_header"` and the information in the `"content"` field). ### Data Splits - Train: 582659 samples. - Test: 72831 samples. - Validation: 72831 samples. ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data This dataset was announced in the paper <em>Neural Text Generation from Structured Data with Application to the Biography Domain</em> [(arxiv link)](https://arxiv.org/pdf/1603.07771.pdf) and is stored in [this](https://github.com/DavidGrangier/wikipedia-biography-dataset) repo (owned by DavidGrangier). #### Initial Data Collection and Normalization [More Information Needed] #### Who are the source language producers? [More Information Needed] ### Annotations #### Annotation process [More Information Needed] #### Who are the annotators? [More Information Needed] ### Personal and Sensitive Information [More Information Needed] ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed] ### Discussion of Biases [More Information Needed] ### Other Known Limitations [More Information Needed] ## Additional Information ### Dataset Curators [More Information Needed] ### Licensing Information This dataset is ditributed under Creative Comons CC BY-SA 3.0 License. ### Citation Information For refering the original paper in BibTex format: ``` @article{DBLP:journals/corr/LebretGA16, author = {R{\'{e}}mi Lebret and David Grangier and Michael Auli}, title = {Generating Text from Structured Data with Application to the Biography Domain}, journal = {CoRR}, volume = {abs/1603.07771}, year = {2016}, url = {http://arxiv.org/abs/1603.07771}, archivePrefix = {arXiv}, eprint = {1603.07771}, timestamp = {Mon, 13 Aug 2018 16:48:30 +0200}, biburl = {https://dblp.org/rec/journals/corr/LebretGA16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} } ``` ### Contributions Thanks to [@alejandrocros](https://github.com/alejandrocros) for adding this dataset.
2A2I/Arabic_Aya
2A2I
"2024-03-15T11:08:04Z"
14,407
13
[ "task_categories:text-classification", "task_categories:translation", "task_categories:summarization", "language:ar", "license:apache-2.0", "size_categories:10M<n<100M", "modality:tabular", "modality:text", "arxiv:2402.06619", "region:us" ]
[ "text-classification", "translation", "summarization" ]
"2024-02-13T17:16:49Z"
--- language: - ar license: apache-2.0 size_categories: - 1M<n<10M task_categories: - text-classification - translation - summarization pretty_name: 2A dataset_info: - config_name: CohereForAI-aya_collection-aya_dataset features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: string - name: language_code dtype: string - name: split dtype: string - name: script dtype: string - name: __index_level_0__ dtype: int64 splits: - name: train num_bytes: 7555482 num_examples: 13960 download_size: 3687445 dataset_size: 7555482 - config_name: CohereForAI-aya_collection-aya_human_annotated features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: language dtype: string - name: script dtype: string - name: __index_level_0__ dtype: int64 splits: - name: test num_bytes: 222650 num_examples: 250 download_size: 120393 dataset_size: 222650 - config_name: CohereForAI-aya_collection-templated_afrisenti features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string - name: __index_level_0__ dtype: int64 splits: - name: train num_bytes: 5070578 num_examples: 14468 - name: test num_bytes: 2674428 num_examples: 7838 - name: validation num_bytes: 643036 num_examples: 1816 download_size: 2330165 dataset_size: 8388042 - config_name: CohereForAI-aya_collection-templated_mintaka features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string - name: __index_level_0__ dtype: int64 splits: - name: train num_bytes: 20413129 num_examples: 70000 - name: test num_bytes: 5799667 num_examples: 20000 - name: validation num_bytes: 2976183 num_examples: 10000 download_size: 6746433 dataset_size: 29188979 - config_name: CohereForAI-aya_collection-templated_ntx_llm features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: split dtype: string - name: script dtype: string - name: __index_level_0__ dtype: int64 splits: - name: train num_bytes: 199809 num_examples: 111 download_size: 34306 dataset_size: 199809 - config_name: CohereForAI-aya_collection-templated_xcsqa features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - 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name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string - name: __index_level_0__ dtype: int64 splits: - name: train num_bytes: 147727007 num_examples: 100000 - name: test num_bytes: 16108000 num_examples: 10000 - name: validation num_bytes: 14862183 num_examples: 10000 download_size: 52642775 dataset_size: 178697190 - config_name: CohereForAI-aya_collection-translated_cnn_dailymail features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 3578924407 num_examples: 1000000 - 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name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 6349516377 num_examples: 9899440 - name: test num_bytes: 32058254 num_examples: 50000 - name: validation num_bytes: 32284536 num_examples: 50000 download_size: 2446037624 dataset_size: 6413859167 - config_name: CohereForAI-aya_collection-translated_wikiqa features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string - name: __index_level_0__ dtype: int64 splits: - name: train num_bytes: 5014300 num_examples: 10400 - name: test num_bytes: 1378807 num_examples: 2930 - name: validation num_bytes: 685770 num_examples: 1400 download_size: 2872586 dataset_size: 7078877 - config_name: CohereForAI-aya_collection-translated_xlel_wd features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: dataset_name dtype: string - name: sub_dataset_name dtype: string - name: task_type dtype: string - name: template_id dtype: int64 - name: language dtype: string - name: script dtype: string - name: split dtype: string splits: - name: train num_bytes: 5250663186 num_examples: 5231120 - name: test num_bytes: 721821743 num_examples: 729740 - name: validation num_bytes: 635907993 num_examples: 632640 download_size: 3091503409 dataset_size: 6608392922 - config_name: CohereForAI-aya_dataset features: - name: inputs dtype: string - name: targets dtype: string - name: language dtype: string - name: language_code dtype: string - name: annotation_type dtype: string - name: user_id dtype: string - name: __index_level_0__ dtype: int64 splits: - name: train num_bytes: 8314232 num_examples: 13960 - name: test num_bytes: 246400 num_examples: 250 download_size: 3778631 dataset_size: 8560632 - config_name: CohereForAI-aya_evaluation_suite-aya_human_annotated features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: language dtype: string - name: script dtype: string - name: __index_level_0__ dtype: int64 splits: - name: test num_bytes: 222650 num_examples: 250 download_size: 120393 dataset_size: 222650 - config_name: CohereForAI-aya_evaluation_suite-dolly_human_edited features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: language dtype: string - name: script dtype: string - name: source_id dtype: int64 - name: __index_level_0__ dtype: int64 splits: - name: test num_bytes: 188495 num_examples: 200 download_size: 100291 dataset_size: 188495 - config_name: CohereForAI-aya_evaluation_suite-dolly_machine_translated features: - name: id dtype: int64 - name: inputs dtype: string - name: targets dtype: string - name: language dtype: string - name: script dtype: string - name: source_id dtype: int64 - name: __index_level_0__ dtype: int64 splits: - name: test num_bytes: 3491803 num_examples: 2000 download_size: 1762303 dataset_size: 3491803 configs: - config_name: CohereForAI-aya_collection-aya_dataset data_files: - split: train path: CohereForAI-aya_collection-aya_dataset/train-* - config_name: CohereForAI-aya_collection-aya_human_annotated data_files: - split: test path: CohereForAI-aya_collection-aya_human_annotated/test-* - config_name: CohereForAI-aya_collection-templated_afrisenti data_files: - split: train path: CohereForAI-aya_collection-templated_afrisenti/train-* - split: test path: CohereForAI-aya_collection-templated_afrisenti/test-* - split: validation path: CohereForAI-aya_collection-templated_afrisenti/validation-* - config_name: CohereForAI-aya_collection-templated_mintaka data_files: - split: train path: CohereForAI-aya_collection-templated_mintaka/train-* - split: test path: CohereForAI-aya_collection-templated_mintaka/test-* - split: validation path: CohereForAI-aya_collection-templated_mintaka/validation-* - config_name: CohereForAI-aya_collection-templated_ntx_llm data_files: - split: train path: CohereForAI-aya_collection-templated_ntx_llm/train-* - config_name: CohereForAI-aya_collection-templated_xcsqa data_files: - split: validation path: CohereForAI-aya_collection-templated_xcsqa/validation-* - config_name: CohereForAI-aya_collection-templated_xlel_wd data_files: - split: train path: CohereForAI-aya_collection-templated_xlel_wd/train-* - split: test path: CohereForAI-aya_collection-templated_xlel_wd/test-* - split: validation path: CohereForAI-aya_collection-templated_xlel_wd/validation-* - config_name: CohereForAI-aya_collection-translated_adversarial_qa data_files: - split: train path: CohereForAI-aya_collection-translated_adversarial_qa/train-* - split: test path: CohereForAI-aya_collection-translated_adversarial_qa/test-* - split: validation path: CohereForAI-aya_collection-translated_adversarial_qa/validation-* - config_name: CohereForAI-aya_collection-translated_cnn_dailymail data_files: - split: train path: CohereForAI-aya_collection-translated_cnn_dailymail/train-* - split: test path: CohereForAI-aya_collection-translated_cnn_dailymail/test-* - split: validation path: CohereForAI-aya_collection-translated_cnn_dailymail/validation-* - config_name: CohereForAI-aya_collection-translated_dolly data_files: - split: train path: CohereForAI-aya_collection-translated_dolly/train-* - config_name: CohereForAI-aya_collection-translated_flan_coqa data_files: - split: train path: CohereForAI-aya_collection-translated_flan_coqa/train-* - config_name: CohereForAI-aya_collection-translated_flan_cot data_files: - split: train path: CohereForAI-aya_collection-translated_flan_cot/train-* - config_name: CohereForAI-aya_collection-translated_flan_gem_wiki data_files: - split: train path: CohereForAI-aya_collection-translated_flan_gem_wiki/train-* - config_name: CohereForAI-aya_collection-translated_flan_lambada data_files: - split: train path: CohereForAI-aya_collection-translated_flan_lambada/train-* - config_name: CohereForAI-aya_collection-translated_flan_qa data_files: - split: train path: CohereForAI-aya_collection-translated_flan_qa/train-* - config_name: CohereForAI-aya_collection-translated_hotpotqa data_files: - split: train path: CohereForAI-aya_collection-translated_hotpotqa/train-* - split: validation path: CohereForAI-aya_collection-translated_hotpotqa/validation-* - config_name: CohereForAI-aya_collection-translated_joke_explaination data_files: - split: train path: CohereForAI-aya_collection-translated_joke_explaination/train-* - config_name: CohereForAI-aya_collection-translated_mintaka data_files: - split: train path: CohereForAI-aya_collection-translated_mintaka/train-* - split: test path: CohereForAI-aya_collection-translated_mintaka/test-* - split: validation path: CohereForAI-aya_collection-translated_mintaka/validation-* - config_name: CohereForAI-aya_collection-translated_mlqa data_files: - split: test path: CohereForAI-aya_collection-translated_mlqa/test-* - split: validation path: CohereForAI-aya_collection-translated_mlqa/validation-* - config_name: CohereForAI-aya_collection-translated_nqopen data_files: - split: train path: CohereForAI-aya_collection-translated_nqopen/train-* - split: validation path: CohereForAI-aya_collection-translated_nqopen/validation-* - config_name: CohereForAI-aya_collection-translated_paws data_files: - split: train path: CohereForAI-aya_collection-translated_paws/train-* - split: test path: CohereForAI-aya_collection-translated_paws/test-* - split: validation path: CohereForAI-aya_collection-translated_paws/validation-* - config_name: CohereForAI-aya_collection-translated_piqa data_files: - split: train path: CohereForAI-aya_collection-translated_piqa/train-* - split: validation path: CohereForAI-aya_collection-translated_piqa/validation-* - config_name: CohereForAI-aya_collection-translated_soda data_files: - split: train path: CohereForAI-aya_collection-translated_soda/train-* - split: test path: CohereForAI-aya_collection-translated_soda/test-* - split: validation path: CohereForAI-aya_collection-translated_soda/validation-* - config_name: CohereForAI-aya_collection-translated_wiki_split data_files: - split: train path: CohereForAI-aya_collection-translated_wiki_split/train-* - split: test path: CohereForAI-aya_collection-translated_wiki_split/test-* - split: validation path: CohereForAI-aya_collection-translated_wiki_split/validation-* - config_name: CohereForAI-aya_collection-translated_wikiqa data_files: - split: train path: CohereForAI-aya_collection-translated_wikiqa/train-* - split: test path: CohereForAI-aya_collection-translated_wikiqa/test-* - split: validation path: CohereForAI-aya_collection-translated_wikiqa/validation-* - config_name: CohereForAI-aya_collection-translated_xlel_wd data_files: - split: train path: CohereForAI-aya_collection-translated_xlel_wd/train-* - split: test path: CohereForAI-aya_collection-translated_xlel_wd/test-* - split: validation path: CohereForAI-aya_collection-translated_xlel_wd/validation-* - config_name: CohereForAI-aya_dataset data_files: - split: train path: CohereForAI-aya_dataset/train-* - split: test path: CohereForAI-aya_dataset/test-* - config_name: CohereForAI-aya_evaluation_suite-aya_human_annotated data_files: - split: test path: CohereForAI-aya_evaluation_suite-aya_human_annotated/test-* - config_name: CohereForAI-aya_evaluation_suite-dolly_human_edited data_files: - split: test path: CohereForAI-aya_evaluation_suite-dolly_human_edited/test-* - config_name: CohereForAI-aya_evaluation_suite-dolly_machine_translated data_files: - split: test path: CohereForAI-aya_evaluation_suite-dolly_machine_translated/test-* --- # Dataset Card for : Arabic Aya (2A) <!-- Provide a quick summary of the dataset. --> <!-- This dataset card aims to be a base template for new datasets. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/datasetcard_template.md?plain=1).--> ## **Arabic Aya (2A) : A Curated Subset of the Aya Collection for Arabic Language Processing** ### Dataset Sources & Infos - **Data Origin**: Derived from 69 subsets of the original Aya datasets : [CohereForAI/aya_collection](https://huggingface.co/datasets/CohereForAI/aya_collection), [CohereForAI/aya_dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset), and [CohereForAI/aya_evaluation_suite](https://huggingface.co/datasets/CohereForAI/aya_evaluation_suite). - **Languages**: Modern Standard Arabic (MSA) and a variety of Arabic dialects ( 'arb', 'arz', 'ary', 'ars', 'knc', 'acm', 'apc', 'aeb', 'ajp', 'acq' ) - **Applications**: `Language Modeling`, `Text Classification`, `Sentiment Analysis`, `Dialect Identification`, `Translation` - **Paper:** [2402.06619](https://huggingface.co/papers/2402.06619) - **Maintainer:** [Elfilali Ali](https://huggingface.co/Ali-C137) - **License:** Apache-2.0 ### Overview `Arabic Aya` is a meticulously curated dataset derived from the comprehensive Aya collection by [CohereForAI](https://huggingface.co/CohereForAI), specifically focusing on Arabic text data. This dataset aggregates content from the [CohereForAI/aya_collection](https://huggingface.co/datasets/CohereForAI/aya_collection), [CohereForAI/aya_dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset), and [CohereForAI/aya_evaluation_suite](https://huggingface.co/datasets/CohereForAI/aya_evaluation_suite), filtering out all but the Arabic content, including both Modern Standard Arabic (MSA) and various regional dialects. ### Purpose The aim of 'Arabic Aya' is to provide researchers, technologists, and linguists with a ready-to-use Arabic text resource, significantly reducing the time and effort required for data preprocessing in NLP and AI projects focused on the Arabic language. - Use the Aya datasets out of the box for your Arabic applications and research 😀 ### Usage This dataset serves as a foundational tool for those embarking on Arabic language projects, from academic research to commercial applications. By providing a pre-filtered source of Arabic text, 'Arabic Aya' enables users to dive straight into model training, analysis, and application development without the preliminary hassle of data cleaning and language filtering. #### Use with HuggingFace's datasets library To load this dataset with Datasets, you'll need to install Datasets as `pip install datasets --upgrade` and then use a similar code to the following: ```python from datasets import load_dataset dataset = load_dataset("2A2I/Arabic_Aya", "CohereForAI-aya_collection-templated_mintaka") ``` In the above code snippet, "CohereForAI-aya_collection-templated_mintaka" refers to the arabic version (100k rows) of the original "templated_mintaka" subset (780k rows) of the aya_collection. You can load other subsets by specifying its name at the time of loading the dataset. ### Access and Contribution Available on the Hugging Face Hub under [2A2I/Arabic_Aya](https://huggingface.co/datasets/2A2I/Arabic_Aya), 'Arabic Aya' invites contributions from the community. Users are encouraged to offer feedback, suggest improvements. ### Support and Collaboration We are committed to fostering an inclusive and supportive environment around Arabic AI and NLP research. For support, collaboration, or queries regarding the dataset, please reach out through the Hugging Face Hub's discussion section or reach out at [2A2I Contact Email](arabic.ai.initiative@gmail.com). # Original Dataset Card of Aya by CohereForAI ![Aya Header](https://huggingface.co/datasets/CohereForAI/aya_collection/resolve/main/aya_header.png) # Dataset Summary The Aya Collection is a massive multilingual collection consisting of 513 million instances of prompts and completions covering a wide range of tasks. This collection incorporates instruction-style templates from fluent speakers and applies them to a curated list of datasets, as well as translations of instruction-style datasets into 101 languages. Aya Dataset, a human-curated multilingual instruction and response dataset, is also part of this collection. See our paper for more details regarding the collection. - **Curated by:** Contributors of [Aya Open Science Intiative](https://cohere.com/research/aya) - **Language(s):** 115 languages - **License:** [Apache 2.0](https://opensource.org/license/apache-2-0) - **Aya Datasets Family:** | Name | Explanation | |------|--------------| | [aya_dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset) | Human-annotated multilingual instruction finetuning dataset, comprising over 204K instances across 65 languages. | | [aya_collection](https://huggingface.co/datasets/CohereForAI/aya_collection) | Created by applying instruction-style templates from fluent speakers to 44 datasets, including translations of 19 instruction-style datasets into 101 languages.| | [aya_evaluation_suite](https://huggingface.co/datasets/CohereForAI/aya_evaluation_suite) | A diverse evaluation set for multilingual open-ended generation, featuring 250 culturally grounded prompts in 7 languages, 200 translated prompts in 24 languages, and human-edited versions selected for cross-cultural relevance from English Dolly in 6 languages.| # Dataset The `Aya Collection` is a comprehensive, large corpus of datasets that can be used by researchers around the world to train multilingual models. Our goal is only to include datasets with permissive licensing for manipulation and redistribution. The `Aya Collection` consists of three different sources of data: 1. Templated data: We collaborated with fluent speakers to create templates that allowed for the automatic expansion of existing datasets into various languages. 2. Translated data: We translated a hand-selected subset of 19 datasets into 101 languages (114 dialects) using the NLLB 3.3B parameter machine translation model. 3. Aya Dataset: We release the [Aya Dataset](https://huggingface.co/datasets/CohereForAI/aya_dataset) as a subset of the overall collection. This is the only dataset in the collection that is human-annotated in its entirety. ## Load with Datasets To load this dataset with Datasets, you'll need to install Datasets as `pip install datasets --upgrade` and then use the following code: ```python from datasets import load_dataset dataset = load_dataset("CohereForAI/aya_collection", "templated_mintaka") ``` In the above code snippet, "templated_mintaka" refers to a subset of the aya_collection. You can load other subsets by specifying its name at the time of loading the dataset. ## Data Instances An example of a `train` instance looks as follows: ```json {'id': 246001, 'inputs': 'The following query in English is taken from the geography category. What could be the answer to the question?\nWhat is the seventh tallest mountain in North America?', 'targets': 'The answer is Mount Lucania.', 'dataset_name': 'Mintaka-inst', 'sub_dataset_name': '-', 'task_type': 'question-answering', 'template_id': 3, 'language': 'eng', 'split': 'train', 'script': 'Latn' } ``` ## Data Fields The data fields are the same among all splits: - `id:` Unique id of the data point - `inputs:` Prompt or input to the language model. - `targets:` Completion or output of the language model. - `dataset_name:` The name of the source dataset that the data point was taken from - `sub_dataset_name:` If the source is a collection, this field indicates which part of that collection the data point was taken from. If it is not a collection, this field is left blank. - `task_type:` The task type that this conversation belongs to. - `template_id`: The id of the template applied to this data point. - `language:` The ISO code of the dialect of the conversation. - `script:` The script of the language. - `split:` Indicates whether the data point is part of the `train` or the `test` split. ### Statistics The total number of data points, including the Aya Dataset` is 513,758,189. To view the breakdown of dialect codes and the respective templated and translated data point counts in the Aya Collection , refer to the toggled table below. <details> <summary> <b> Breakdown of Aya Collection data point counts grouped by dialects </b> </summary> |dialect code|language|translated data point count|templated data point count|total count | |------------|--------|---------------------------|--------------------------|---------------| |ace |Achinese|8240684 |2000 |8242684 | |acm |Arabic |4120342 |0 |4120342 | |acq |Arabic |4120342 |0 |4120342 | |aeb |Arabic |4120342 |0 |4120342 | |afr |Afrikaans|4120342 |6108 |4126450 | |ajp |Arabic |4120342 |0 |4120342 | |als |Albanian|4120342 |0 |4120342 | |amh |Amharic |4120342 |25327 |4145669 | |apc |Arabic |4120342 |0 |4120342 | |arb |Arabic |6424999 |216430 |6641429 | |ars |Arabic |4120342 |0 |4120342 | |ary |Arabic |4120342 |18076 |4138418 | |arz |Arabic |4120342 |0 |4120342 | |azb |Azerbaijani|4120342 |0 |4120342 | |azj |Azerbaijani|4120342 |0 |4120342 | |bel |Belarusian|4120342 |21273 |4141615 | |ben |Bengali |4120342 |30661 |4151003 | |bjn |Banjar |8240684 |2000 |8242684 | |bul |Bulgarian|4120342 |37722 |4158064 | |cat |Catalan |4120342 |66900 |4187242 | |ceb |Cebuano |4120342 |0 |4120342 | |ces |Czech |4120342 |179604 |4299946 | |ckb |Kurdish |4120342 |0 |4120342 | |cym |Welsh |4120342 |0 |4120342 | |dan |Danish |4120342 |36310 |4156652 | |deu |German |4120342 |1326722 |5447064 | |ell |Greek |4120342 |40291 |4160633 | |eng |English |9771427 |8066678 |17838105 | |epo |Esperanto|4120342 |0 |4120342 | |est |Estonian|4120342 |0 |4120342 | |eus |Basque |4120342 |0 |4120342 | |fin |Finnish |4120342 |457895 |4578237 | |fra |French |4120342 |835520 |4955862 | |gla |Scottish Gaelic|4120342 |0 |4120342 | |gle |Irish |4120342 |0 |4120342 | |glg |Galician|4120342 |0 |4120342 | |guj |Gujarati|4120342 |2157 |4122499 | |hat |Haitian Creole|4120342 |0 |4120342 | |hau |Hausa |4120342 |51396 |4171738 | |heb |Hebrew |4120342 |103466 |4223808 | |hin |Hindi |4120342 |260387 |4380729 | |hun |Hungarian|4120342 |82039 |4202381 | |hye |Armenian|4120342 |7080 |4127422 | |ibo |Igbo |4120342 |36312 |4156654 | |ind |Indonesian|4120342 |45709 |4166051 | |isl |Icelandic|4120342 |0 |4120342 | |ita |Italian |4120342 |405682 |4526024 | |jav |Javanese|4120342 |829 |4121171 | |jpn |Japanese|4120342 |2693177 |6813519 | |kan |Kannada |4120342 |1156 |4121498 | |kas |Kashmiri|4120342 |0 |4120342 | |kat |Georgian|4120342 |0 |4120342 | |kaz |Kazakh |4120342 |0 |4120342 | |khk |Mongolian|4120342 |0 |4120342 | |khm |Khmer |4120342 |0 |4120342 | |kir |Kyrgyz |4120342 |0 |4120342 | |kmr |Kurdish |4120342 |0 |4120342 | |knc |Kanuri |8240684 |0 |8240684 | |kor |Korean |4120342 |41011 |4161353 | |lao |Lao |4120342 |0 |4120342 | |lit |Lithuanian|4120342 |0 |4120342 | |ltz |Luxembourgish|4120342 |0 |4120342 | |lvs |Latvian |4120342 |0 |4120342 | |mal |Malayalam|4120342 |4347 |4124689 | |mar |Marathi |4120342 |3678 |4124020 | |min |Minangkabau|6753788 |2000 |6755788 | |mkd |Macedonian|4120342 |0 |4120342 | |mlt |Maltese |4120342 |0 |4120342 | |mni |Manipuri|4120342 |0 |4120342 | |mri |Maori |4120342 |0 |4120342 | |mya |Burmese |4120342 |0 |4120342 | |nld |Dutch |4120342 |220181 |4340523 | |nno |Norwegian|4120342 |0 |4120342 | |nob |Norwegian|4120342 |0 |4120342 | |npi |Nepali |4120342 |0 |4120342 | |nso |Northern Sotho|4120342 |0 |4120342 | |pbt |Pashto |4120342 |0 |4120342 | |pes |Persian |4120342 |245520 |4365862 | |plt |Malagasy|4120342 |0 |4120342 | |pol |Polish |4120342 |332503 |4452845 | |por |Portuguese|4120342 |287432 |4407774 | |ron |Romanian|4120342 |36359 |4156701 | |rus |Russian |4120342 |545920 |4666262 | |sin |Sinhala |4120342 |195 |4120537 | |slk |Slovak |4120342 |27845 |4148187 | |slv |Slovenian|4120342 |25731 |4146073 | |smo |Samoan |4120342 |0 |4120342 | |sna |Shona |4120342 |3684 |4124026 | |snd |Sindhi |4120342 |0 |4120342 | |som |Somali |4120342 |2926 |4123268 | |sot |Southern Sotho|4120342 |0 |4120342 | |spa |Spanish |4120342 |379194 |4499536 | |srp |Serbian |4120342 |77124 |4197466 | |sun |Sundanese|4120342 |2208 |4122550 | |swe |Swedish |4120342 |76486 |4196828 | |swh |Swahili |4120342 |12726 |4133068 | |tam |Tamil |4120342 |11462 |4131804 | |taq |Tamasheq|4120342 |0 |4120342 | |tel |Telugu |4120342 |477821 |4598163 | |tgk |Tajik |4120342 |0 |4120342 | |tha |Thai |4120342 |2125180 |6245522 | |tur |Turkish |4120342 |59932 |4180274 | |ukr |Ukrainian|4120342 |189384 |4309726 | |urd |Urdu |4120342 |337739 |4458081 | |uzn |Uzbek |4120342 |0 |4120342 | |vie |Vietnamese|4120342 |42232 |4162574 | |xho |Xhosa |4120342 |2952 |4123294 | |ydd |Yiddish |4120342 |0 |4120342 | |yor |Yoruba |4120342 |4907 |4125249 | |yue |Chinese |4120342 |0 |4120342 | |zho-Hans |Chinese |4120342 |54528 |4174870 | |zho-Hant |Chinese |4120342 |0 |4120342 | |zsm |Malay |4120342 |13950 |4134292 | |zul |Zulu |4120342 |786 |4121128 | |arq |Arabic |0 |6046 |6046 | |ban |Balinese|0 |2000 |2000 | |bbc |Toba Batak|0 |2000 |2000 | |bem |Bemba |0 |776 |776 | |fil |Filipino|0 |220 |220 | |fon |Fon |0 |845 |845 | |hrv |Croatian|0 |9007 |9007 | |kin |Kinyarwanda|0 |11165 |11165 | |lij |Ligurian|0 |6409 |6409 | |mad |Madurese|0 |2000 |2000 | |nij |Ngaju |0 |2000 |2000 | |nor |Norwegian|0 |72352 |72352 | |pan |Punjabi |0 |2156 |2156 | |twi |Twi |0 |10840 |10840 | |wol |Wolof |0 |785 |785 | |zho |Chinese |0 |74972 |74972 | PS: Templated data also includes Mozambican Portuguese, which doesn't have its own ISO language code. </details> <br> # Motivations & Intentions - **Curation Rationale:** Automatic augmentation of existing datasets serves to enhance the available linguistic resources for multiple languages. The list of languages was initially established from mT5 and aligned with the annotators’ language list and NLLB translation model. The datasets were translated directly from English for all languages. # Additional Information ## Provenance - **Methods Used:** A combination of crowd-sourced templating and automatic translation was employed to source this dataset. - **Methodology Details:** - *Source:* Existing NLP datasets - *Dates of Collection:* May 2023 - Dec 2023 ## Dataset Version and Maintenance - **Maintenance Status:** Actively Maintained - **Version Details:** - *Current version:* 1.0 - *Last Update:* 02/2024 - *First Release:* 02/2024 ## Authorship - **Publishing Organization:** [Cohere For AI](https://cohere.com/research) - **Industry Type:** Not-for-profit - Tech - **Contact Details:** https://cohere.com/research/aya ## Licensing Information This dataset can be used for any purpose, whether academic or commercial, under the terms of the [Apache 2.0](https://opensource.org/license/apache-2-0) License. ## Citation Information ```bibtex @misc{singh2024aya, title={Aya Dataset: An Open-Access Collection for Multilingual Instruction Tuning}, author={Shivalika Singh and Freddie Vargus and Daniel Dsouza and Börje F. Karlsson and Abinaya Mahendiran and Wei-Yin Ko and Herumb Shandilya and Jay Patel and Deividas Mataciunas and Laura OMahony and Mike Zhang and Ramith Hettiarachchi and Joseph Wilson and Marina Machado and Luisa Souza Moura and Dominik Krzemiński and Hakimeh Fadaei and Irem Ergün and Ifeoma Okoh and Aisha Alaagib and Oshan Mudannayake and Zaid Alyafeai and Vu Minh Chien and Sebastian Ruder and Surya Guthikonda and Emad A. Alghamdi and Sebastian Gehrmann and Niklas Muennighoff and Max Bartolo and Julia Kreutzer and Ahmet Üstün and Marzieh Fadaee and Sara Hooker}, year={2024}, eprint={2402.06619}, archivePrefix={arXiv}, primaryClass={cs.CL} } ```
fsicoli/common_voice_15_0
fsicoli
"2023-12-20T18:55:52Z"
14,400
5
[ "task_categories:automatic-speech-recognition", "language:ab", "language:af", "language:am", "language:ar", "language:as", "language:ast", "language:az", "language:ba", "language:bas", "language:be", "language:bg", "language:bn", "language:br", "language:ca", "language:ckb", "language:cnh", "language:cs", "language:cv", "language:cy", "language:da", "language:de", "language:dv", "language:dyu", "language:el", "language:en", "language:eo", "language:es", "language:et", "language:eu", "language:fa", "language:fi", "language:fr", "language:gl", "language:gn", "language:ha", "language:he", "language:hi", "language:hsb", "language:hu", "language:ia", "language:id", "language:ig", "language:is", "language:it", "language:ja", "language:ka", "language:kab", "language:kk", "language:kmr", "language:ko", "language:ky", "language:lg", "language:lo", "language:lt", "language:lv", "language:mdf", "language:mhr", "language:mk", "language:ml", "language:mn", "language:mr", "language:mrj", "language:mt", "language:myv", "language:nl", "language:oc", "language:or", "language:pl", "language:ps", "language:pt", "language:quy", "language:ro", "language:ru", "language:rw", "language:sah", "language:sat", "language:sc", "language:sk", "language:skr", "language:sl", "language:sq", "language:sr", "language:sw", "language:ta", "language:th", "language:ti", "language:tig", "language:tk", "language:tok", "language:tr", "language:tt", "language:tw", "language:ug", "language:uk", "language:ur", "language:uz", "language:vi", "language:vot", "language:yue", "language:zgh", "language:zh", "language:yo", "license:cc", "size_categories:100B<n<1T", "region:us", "mozilla", "foundation" ]
[ "automatic-speech-recognition" ]
"2023-11-13T13:27:04Z"
--- license: cc language: - ab - af - am - ar - as - ast - az - ba - bas - be - bg - bn - br - ca - ckb - cnh - cs - cv - cy - da - de - dv - dyu - el - en - eo - es - et - eu - fa - fi - fr - gl - gn - ha - he - hi - hsb - hu - ia - id - ig - is - it - ja - ka - kab - kk - kmr - ko - ky - lg - lo - lt - lv - mdf - mhr - mk - ml - mn - mr - mrj - mt - myv - nl - oc - or - pl - ps - pt - quy - ro - ru - rw - sah - sat - sc - sk - skr - sl - sq - sr - sw - ta - th - ti - tig - tk - tok - tr - tt - tw - ug - uk - ur - uz - vi - vot - yue - zgh - zh - yo task_categories: - automatic-speech-recognition pretty_name: Common Voice Corpus 15.0 size_categories: - 100B<n<1T tags: - mozilla - foundation --- # Dataset Card for Common Voice Corpus 15.0 <!-- Provide a quick summary of the dataset. --> This dataset is an unofficial version of the Mozilla Common Voice Corpus 15. It was downloaded and converted from the project's website https://commonvoice.mozilla.org/. ## Languages ``` Abkhaz, Albanian, Amharic, Arabic, Armenian, Assamese, Asturian, Azerbaijani, Basaa, Bashkir, Basque, Belarusian, Bengali, Breton, Bulgarian, Cantonese, Catalan, Central Kurdish, Chinese (China), Chinese (Hong Kong), Chinese (Taiwan), Chuvash, Czech, Danish, Dhivehi, Dioula, Dutch, English, Erzya, Esperanto, Estonian, Finnish, French, Frisian, Galician, Georgian, German, Greek, Guarani, Hakha Chin, Hausa, Hill Mari, Hindi, Hungarian, Icelandic, Igbo, Indonesian, Interlingua, Irish, Italian, Japanese, Kabyle, Kazakh, Kinyarwanda, Korean, Kurmanji Kurdish, Kyrgyz, Lao, Latvian, Lithuanian, Luganda, Macedonian, Malayalam, Maltese, Marathi, Meadow Mari, Moksha, Mongolian, Nepali, Norwegian Nynorsk, Occitan, Odia, Pashto, Persian, Polish, Portuguese, Punjabi, Quechua Chanka, Romanian, Romansh Sursilvan, Romansh Vallader, Russian, Sakha, Santali (Ol Chiki), Saraiki, Sardinian, Serbian, Slovak, Slovenian, Sorbian, Upper, Spanish, Swahili, Swedish, Taiwanese (Minnan), Tamazight, Tamil, Tatar, Thai, Tigre, Tigrinya, Toki Pona, Turkish, Turkmen, Twi, Ukrainian, Urdu, Uyghur, Uzbek, Vietnamese, Votic, Welsh, Yoruba ``` ## How to use The datasets library allows you to load and pre-process your dataset in pure Python, at scale. The dataset can be downloaded and prepared in one call to your local drive by using the load_dataset function. For example, to download the Portuguese config, simply specify the corresponding language config name (i.e., "pt" for Portuguese): ``` from datasets import load_dataset cv_15 = load_dataset("fsicoli/common_voice_15_0", "pt", split="train") ``` Using the datasets library, you can also stream the dataset on-the-fly by adding a streaming=True argument to the load_dataset function call. Loading a dataset in streaming mode loads individual samples of the dataset at a time, rather than downloading the entire dataset to disk. ``` from datasets import load_dataset cv_15 = load_dataset("fsicoli/common_voice_15_0", "pt", split="train", streaming=True) print(next(iter(cv_15))) ``` Bonus: create a PyTorch dataloader directly with your own datasets (local/streamed). ### Local ``` from datasets import load_dataset from torch.utils.data.sampler import BatchSampler, RandomSampler cv_15 = load_dataset("fsicoli/common_voice_15_0", "pt", split="train") batch_sampler = BatchSampler(RandomSampler(cv_15), batch_size=32, drop_last=False) dataloader = DataLoader(cv_15, batch_sampler=batch_sampler) ``` ### Streaming ``` from datasets import load_dataset from torch.utils.data import DataLoader cv_15 = load_dataset("fsicoli/common_voice_15_0", "pt", split="train") dataloader = DataLoader(cv_15, batch_size=32) ``` To find out more about loading and preparing audio datasets, head over to hf.co/blog/audio-datasets. ### Dataset Structure Data Instances A typical data point comprises the path to the audio file and its sentence. Additional fields include accent, age, client_id, up_votes, down_votes, gender, locale and segment. ### Licensing Information Public Domain, CC-0 ### Citation Information ``` @inproceedings{commonvoice:2020, author = {Ardila, R. and Branson, M. and Davis, K. and Henretty, M. and Kohler, M. and Meyer, J. and Morais, R. and Saunders, L. and Tyers, F. M. and Weber, G.}, title = {Common Voice: A Massively-Multilingual Speech Corpus}, booktitle = {Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020)}, pages = {4211--4215}, year = 2020 } ```
asahi417/seamless-align-enA-esA.speaker-embedding.w2vbert-600m
asahi417
"2024-06-24T06:04:42Z"
14,368
0
[ "size_categories:100K<n<1M", "format:parquet", "modality:tabular", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-06-14T10:40:09Z"
--- dataset_info: - config_name: subset_1 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9399288470 num_examples: 2178 download_size: 9425104182 dataset_size: 9399288470 - config_name: subset_10 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 9047672516 num_examples: 2228 download_size: 9073885729 dataset_size: 9047672516 - config_name: subset_100 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 7125313350 num_examples: 2123 download_size: 7147926338 dataset_size: 7125313350 - config_name: subset_101 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 7117921021 num_examples: 2123 download_size: 7139567720 dataset_size: 7117921021 - config_name: subset_102 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 6913513502 num_examples: 2048 download_size: 6934694259 dataset_size: 6913513502 - config_name: subset_103 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 7170569894 num_examples: 2082 download_size: 7192892879 dataset_size: 7170569894 - config_name: subset_104 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 7182887354 num_examples: 2145 download_size: 7205456849 dataset_size: 7182887354 - config_name: subset_105 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 7153706314 num_examples: 2129 download_size: 7176384873 dataset_size: 7153706314 - config_name: subset_106 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 7040645251 num_examples: 2085 download_size: 7063107129 dataset_size: 7040645251 - config_name: subset_107 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 7015460332 num_examples: 2102 download_size: 7037561444 dataset_size: 7015460332 - config_name: subset_108 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: esA.id dtype: string - name: esA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: esA.audio.speaker_embedding sequence: float32 - name: esA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 7198938657 num_examples: 2143 download_size: 7221561752 dataset_size: 7198938657 - config_name: subset_109 features: - 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split: train path: subset_187/train-* - config_name: subset_188 data_files: - split: train path: subset_188/train-* - config_name: subset_189 data_files: - split: train path: subset_189/train-* - config_name: subset_19 data_files: - split: train path: subset_19/train-* - config_name: subset_190 data_files: - split: train path: subset_190/train-* - config_name: subset_191 data_files: - split: train path: subset_191/train-* - config_name: subset_192 data_files: - split: train path: subset_192/train-* - config_name: subset_193 data_files: - split: train path: subset_193/train-* - config_name: subset_194 data_files: - split: train path: subset_194/train-* - config_name: subset_195 data_files: - split: train path: subset_195/train-* - config_name: subset_196 data_files: - split: train path: subset_196/train-* - config_name: subset_197 data_files: - split: train path: subset_197/train-* - config_name: subset_198 data_files: - split: train path: subset_198/train-* - config_name: subset_199 data_files: - split: train path: subset_199/train-* - config_name: subset_2 data_files: - split: train path: subset_2/train-* - config_name: subset_20 data_files: - split: train path: subset_20/train-* - config_name: subset_200 data_files: - split: train path: subset_200/train-* - config_name: subset_201 data_files: - split: train path: subset_201/train-* - config_name: subset_202 data_files: - split: train path: subset_202/train-* - config_name: subset_203 data_files: - split: train path: subset_203/train-* - config_name: subset_204 data_files: - split: train path: subset_204/train-* - config_name: subset_205 data_files: - split: train path: subset_205/train-* - config_name: subset_206 data_files: - split: train path: subset_206/train-* - config_name: subset_207 data_files: - split: train path: subset_207/train-* - config_name: subset_208 data_files: - split: train path: subset_208/train-* - config_name: subset_209 data_files: - split: train path: subset_209/train-* - config_name: subset_21 data_files: - split: train path: subset_21/train-* - config_name: subset_210 data_files: - split: train path: subset_210/train-* - config_name: subset_211 data_files: - split: train path: subset_211/train-* - config_name: subset_212 data_files: - split: train path: subset_212/train-* - config_name: subset_213 data_files: - split: train path: subset_213/train-* - config_name: subset_214 data_files: - split: train path: subset_214/train-* - config_name: subset_215 data_files: - split: train path: subset_215/train-* - config_name: subset_216 data_files: - split: train path: subset_216/train-* - config_name: subset_217 data_files: - split: train path: subset_217/train-* - config_name: subset_218 data_files: - split: train path: subset_218/train-* - config_name: subset_219 data_files: - split: train path: subset_219/train-* - config_name: subset_22 data_files: - split: train path: subset_22/train-* - config_name: subset_220 data_files: - split: train path: subset_220/train-* - config_name: subset_221 data_files: - split: train path: subset_221/train-* - config_name: subset_222 data_files: - split: train path: subset_222/train-* - config_name: subset_223 data_files: - split: train path: subset_223/train-* - config_name: subset_224 data_files: - split: train path: subset_224/train-* - config_name: subset_225 data_files: - split: train path: subset_225/train-* - config_name: subset_226 data_files: - split: train path: subset_226/train-* - config_name: subset_227 data_files: - split: train path: subset_227/train-* - config_name: subset_228 data_files: - split: train path: subset_228/train-* - config_name: subset_229 data_files: - split: train path: subset_229/train-* - config_name: subset_23 data_files: - split: train path: subset_23/train-* - config_name: subset_230 data_files: - split: train path: subset_230/train-* - config_name: subset_231 data_files: - split: train path: subset_231/train-* - config_name: subset_232 data_files: - split: train path: subset_232/train-* - config_name: subset_233 data_files: - split: train path: subset_233/train-* - config_name: subset_234 data_files: - split: train path: subset_234/train-* - config_name: subset_235 data_files: - split: train path: subset_235/train-* - config_name: subset_236 data_files: - split: train path: subset_236/train-* - config_name: subset_237 data_files: - split: train path: subset_237/train-* - config_name: subset_238 data_files: - split: train path: subset_238/train-* - config_name: subset_239 data_files: - split: train path: subset_239/train-* - config_name: subset_24 data_files: - split: train path: subset_24/train-* - config_name: subset_240 data_files: - split: train path: subset_240/train-* - config_name: subset_241 data_files: - split: train path: subset_241/train-* - config_name: subset_242 data_files: - split: train path: subset_242/train-* - config_name: subset_243 data_files: - split: train path: subset_243/train-* - config_name: subset_244 data_files: - split: train path: subset_244/train-* - config_name: subset_245 data_files: - split: train path: subset_245/train-* - config_name: subset_246 data_files: - split: train path: subset_246/train-* - config_name: subset_247 data_files: - split: train path: subset_247/train-* - config_name: subset_248 data_files: - split: train path: subset_248/train-* - config_name: subset_249 data_files: - split: train path: subset_249/train-* - config_name: subset_25 data_files: - split: train path: subset_25/train-* - config_name: subset_250 data_files: - split: train path: subset_250/train-* - config_name: subset_251 data_files: - split: train path: subset_251/train-* - config_name: subset_252 data_files: - split: train path: subset_252/train-* - config_name: subset_253 data_files: - split: train path: subset_253/train-* - config_name: subset_254 data_files: - split: train path: subset_254/train-* - config_name: subset_255 data_files: - split: train path: subset_255/train-* - config_name: subset_256 data_files: - split: train path: subset_256/train-* - config_name: subset_257 data_files: - split: train path: subset_257/train-* - config_name: subset_258 data_files: - split: train path: subset_258/train-* - config_name: subset_259 data_files: - split: train path: subset_259/train-* - config_name: subset_26 data_files: - split: train path: subset_26/train-* - config_name: subset_260 data_files: - split: train path: subset_260/train-* - config_name: subset_261 data_files: - split: train path: subset_261/train-* - config_name: subset_262 data_files: - split: train path: subset_262/train-* - config_name: subset_263 data_files: - split: train path: subset_263/train-* - config_name: subset_264 data_files: - split: train path: subset_264/train-* - config_name: subset_265 data_files: - split: train path: subset_265/train-* - config_name: subset_266 data_files: - split: train path: subset_266/train-* - config_name: subset_267 data_files: - split: train path: subset_267/train-* - config_name: subset_268 data_files: - split: train path: subset_268/train-* - config_name: subset_269 data_files: - split: train path: subset_269/train-* - config_name: subset_27 data_files: - split: train path: subset_27/train-* - config_name: subset_270 data_files: - split: train path: subset_270/train-* - config_name: subset_271 data_files: - split: train path: subset_271/train-* - config_name: subset_272 data_files: - split: train path: subset_272/train-* - config_name: subset_273 data_files: - split: train path: subset_273/train-* - config_name: subset_274 data_files: - split: train path: subset_274/train-* - config_name: subset_275 data_files: - split: train path: subset_275/train-* - config_name: subset_276 data_files: - split: train path: subset_276/train-* - config_name: subset_277 data_files: - split: train path: subset_277/train-* - config_name: subset_278 data_files: - split: train path: subset_278/train-* - config_name: subset_279 data_files: - split: train path: subset_279/train-* - config_name: subset_28 data_files: - split: train path: subset_28/train-* - config_name: subset_280 data_files: - split: train path: subset_280/train-* - config_name: subset_281 data_files: - split: train path: subset_281/train-* - config_name: subset_282 data_files: - split: train path: subset_282/train-* - config_name: subset_283 data_files: - split: train path: subset_283/train-* - config_name: subset_284 data_files: - split: train path: subset_284/train-* - config_name: subset_285 data_files: - split: train path: subset_285/train-* - config_name: subset_286 data_files: - split: train path: subset_286/train-* - config_name: subset_287 data_files: - split: train path: subset_287/train-* - config_name: subset_288 data_files: - split: train path: subset_288/train-* - config_name: subset_289 data_files: - split: train path: subset_289/train-* - config_name: subset_29 data_files: - split: train path: subset_29/train-* - config_name: subset_290 data_files: - split: train path: subset_290/train-* - config_name: subset_291 data_files: - split: train path: subset_291/train-* - config_name: subset_292 data_files: - split: train path: subset_292/train-* - config_name: subset_293 data_files: - split: train path: subset_293/train-* - config_name: subset_294 data_files: - split: train path: subset_294/train-* - config_name: subset_295 data_files: - split: train path: subset_295/train-* - config_name: subset_296 data_files: - split: train path: subset_296/train-* - config_name: subset_297 data_files: - split: train path: subset_297/train-* - config_name: subset_298 data_files: - split: train path: subset_298/train-* - config_name: subset_299 data_files: - split: train path: subset_299/train-* - config_name: subset_3 data_files: - split: train path: subset_3/train-* - config_name: subset_30 data_files: - split: train path: subset_30/train-* - config_name: subset_300 data_files: - split: train path: subset_300/train-* - config_name: subset_301 data_files: - split: train path: subset_301/train-* - config_name: subset_302 data_files: - split: train path: subset_302/train-* - config_name: subset_303 data_files: - split: train path: subset_303/train-* - config_name: subset_304 data_files: - split: train path: subset_304/train-* - config_name: subset_305 data_files: - split: train path: subset_305/train-* - config_name: subset_306 data_files: - split: train path: subset_306/train-* - config_name: subset_307 data_files: - split: train path: subset_307/train-* - config_name: subset_308 data_files: - split: train path: subset_308/train-* - config_name: subset_309 data_files: - split: train path: subset_309/train-* - config_name: subset_31 data_files: - split: train path: subset_31/train-* - config_name: subset_310 data_files: - split: train path: subset_310/train-* - config_name: subset_311 data_files: - split: train path: subset_311/train-* - config_name: subset_312 data_files: - split: train path: subset_312/train-* - config_name: subset_313 data_files: - split: train path: subset_313/train-* - config_name: subset_314 data_files: - split: train path: subset_314/train-* - config_name: subset_315 data_files: - split: train path: subset_315/train-* - config_name: subset_316 data_files: - split: train path: subset_316/train-* - config_name: subset_317 data_files: - split: train path: subset_317/train-* - config_name: subset_318 data_files: - split: train path: subset_318/train-* - config_name: subset_319 data_files: - split: train path: subset_319/train-* - config_name: subset_32 data_files: - split: train path: subset_32/train-* - config_name: subset_320 data_files: - split: train path: subset_320/train-* - config_name: subset_321 data_files: - split: train path: subset_321/train-* - config_name: subset_322 data_files: - split: train path: subset_322/train-* - config_name: subset_323 data_files: - split: train path: subset_323/train-* - config_name: subset_324 data_files: - split: train path: subset_324/train-* - config_name: subset_325 data_files: - split: train path: subset_325/train-* - config_name: subset_326 data_files: - split: train path: subset_326/train-* - config_name: subset_327 data_files: - split: train path: subset_327/train-* - config_name: subset_328 data_files: - split: train path: subset_328/train-* - config_name: subset_329 data_files: - split: train path: subset_329/train-* - config_name: subset_33 data_files: - split: train path: subset_33/train-* - config_name: subset_330 data_files: - split: train path: subset_330/train-* - config_name: subset_331 data_files: - split: train path: subset_331/train-* - config_name: subset_332 data_files: - split: train path: subset_332/train-* - config_name: subset_333 data_files: - split: train path: subset_333/train-* - config_name: subset_334 data_files: - split: train path: subset_334/train-* - config_name: subset_335 data_files: - split: train path: subset_335/train-* - config_name: subset_336 data_files: - split: train path: subset_336/train-* - config_name: subset_337 data_files: - split: train path: subset_337/train-* - config_name: subset_338 data_files: - split: train path: subset_338/train-* - config_name: subset_339 data_files: - split: train path: subset_339/train-* - config_name: subset_34 data_files: - split: train path: subset_34/train-* - config_name: subset_340 data_files: - split: train path: subset_340/train-* - config_name: subset_341 data_files: - split: train path: subset_341/train-* - config_name: subset_342 data_files: - split: train path: subset_342/train-* - config_name: subset_343 data_files: - split: train path: subset_343/train-* - config_name: subset_344 data_files: - split: train path: subset_344/train-* - config_name: subset_345 data_files: - split: train path: subset_345/train-* - config_name: subset_346 data_files: - split: train path: subset_346/train-* - config_name: subset_347 data_files: - split: train path: subset_347/train-* - config_name: subset_348 data_files: - split: train path: subset_348/train-* - config_name: subset_349 data_files: - split: train path: subset_349/train-* - config_name: subset_35 data_files: - split: train path: subset_35/train-* - config_name: subset_350 data_files: - split: train path: subset_350/train-* - config_name: subset_351 data_files: - split: train path: subset_351/train-* - config_name: subset_352 data_files: - split: train path: subset_352/train-* - config_name: subset_353 data_files: - split: train path: subset_353/train-* - config_name: subset_354 data_files: - split: train path: subset_354/train-* - config_name: subset_355 data_files: - split: train path: subset_355/train-* - config_name: subset_356 data_files: - split: train path: subset_356/train-* - config_name: subset_357 data_files: - split: train path: subset_357/train-* - config_name: subset_358 data_files: - split: train path: subset_358/train-* - config_name: subset_359 data_files: - split: train path: subset_359/train-* - config_name: subset_36 data_files: - split: train path: subset_36/train-* - config_name: subset_360 data_files: - split: train path: subset_360/train-* - config_name: subset_361 data_files: - split: train path: subset_361/train-* - config_name: subset_362 data_files: - split: train path: subset_362/train-* - config_name: subset_363 data_files: - split: train path: subset_363/train-* - config_name: subset_364 data_files: - split: train path: subset_364/train-* - config_name: subset_365 data_files: - split: train path: subset_365/train-* - config_name: subset_366 data_files: - split: train path: subset_366/train-* - config_name: subset_367 data_files: - split: train path: subset_367/train-* - config_name: subset_368 data_files: - split: train path: subset_368/train-* - config_name: subset_369 data_files: - split: train path: subset_369/train-* - config_name: subset_37 data_files: - split: train path: subset_37/train-* - config_name: subset_370 data_files: - split: train path: subset_370/train-* - config_name: subset_371 data_files: - split: train path: subset_371/train-* - config_name: subset_372 data_files: - split: train path: subset_372/train-* - config_name: subset_373 data_files: - split: train path: subset_373/train-* - config_name: subset_374 data_files: - split: train path: subset_374/train-* - config_name: subset_375 data_files: - split: train path: subset_375/train-* - config_name: subset_376 data_files: - split: train path: subset_376/train-* - config_name: subset_377 data_files: - split: train path: subset_377/train-* - config_name: subset_378 data_files: - split: train path: subset_378/train-* - config_name: subset_379 data_files: - split: train path: subset_379/train-* - config_name: subset_38 data_files: - split: train path: subset_38/train-* - config_name: subset_380 data_files: - split: train path: subset_380/train-* - config_name: subset_381 data_files: - split: train path: subset_381/train-* - config_name: subset_382 data_files: - split: train path: subset_382/train-* - config_name: subset_383 data_files: - split: train path: subset_383/train-* - config_name: subset_384 data_files: - split: train path: subset_384/train-* - config_name: subset_385 data_files: - split: train path: subset_385/train-* - config_name: subset_386 data_files: - split: train path: subset_386/train-* - config_name: subset_387 data_files: - split: train path: subset_387/train-* - config_name: subset_388 data_files: - split: train path: subset_388/train-* - config_name: subset_389 data_files: - split: train path: subset_389/train-* - config_name: subset_39 data_files: - split: train path: subset_39/train-* - config_name: subset_390 data_files: - split: train path: subset_390/train-* - config_name: subset_391 data_files: - split: train path: subset_391/train-* - config_name: subset_392 data_files: - split: train path: subset_392/train-* - config_name: subset_393 data_files: - split: train path: subset_393/train-* - config_name: subset_394 data_files: - split: train path: subset_394/train-* - config_name: subset_395 data_files: - split: train path: subset_395/train-* - config_name: subset_396 data_files: - split: train path: subset_396/train-* - config_name: subset_397 data_files: - split: train path: subset_397/train-* - config_name: subset_398 data_files: - split: train path: subset_398/train-* - config_name: subset_399 data_files: - split: train path: subset_399/train-* - config_name: subset_4 data_files: - split: train path: subset_4/train-* - config_name: subset_40 data_files: - split: train path: subset_40/train-* - config_name: subset_400 data_files: - split: train path: subset_400/train-* - config_name: subset_401 data_files: - split: train path: subset_401/train-* - config_name: subset_402 data_files: - split: train path: subset_402/train-* - config_name: subset_403 data_files: - split: train path: subset_403/train-* - config_name: subset_404 data_files: - split: train path: subset_404/train-* - config_name: subset_405 data_files: - split: train path: subset_405/train-* - config_name: subset_406 data_files: - split: train path: subset_406/train-* - config_name: subset_407 data_files: - split: train path: subset_407/train-* - config_name: subset_408 data_files: - split: train path: subset_408/train-* - config_name: subset_409 data_files: - split: train path: subset_409/train-* - config_name: subset_41 data_files: - split: train path: subset_41/train-* - config_name: subset_410 data_files: - split: train path: subset_410/train-* - config_name: subset_411 data_files: - split: train path: subset_411/train-* - config_name: subset_412 data_files: - split: train path: subset_412/train-* - config_name: subset_413 data_files: - split: train path: subset_413/train-* - config_name: subset_414 data_files: - split: train path: subset_414/train-* - config_name: subset_415 data_files: - split: train path: subset_415/train-* - config_name: subset_416 data_files: - split: train path: subset_416/train-* - config_name: subset_417 data_files: - split: train path: subset_417/train-* - config_name: subset_418 data_files: - split: train path: subset_418/train-* - config_name: subset_419 data_files: - split: train path: subset_419/train-* - config_name: subset_42 data_files: - split: train path: subset_42/train-* - config_name: subset_420 data_files: - split: train path: subset_420/train-* - config_name: subset_421 data_files: - split: train path: subset_421/train-* - config_name: subset_422 data_files: - split: train path: subset_422/train-* - config_name: subset_423 data_files: - split: train path: subset_423/train-* - config_name: subset_424 data_files: - split: train path: subset_424/train-* - config_name: subset_425 data_files: - split: train path: subset_425/train-* - config_name: subset_426 data_files: - split: train path: subset_426/train-* - config_name: subset_427 data_files: - split: train path: subset_427/train-* - config_name: subset_428 data_files: - split: train path: subset_428/train-* - config_name: subset_429 data_files: - split: train path: subset_429/train-* - config_name: subset_43 data_files: - split: train path: subset_43/train-* - config_name: subset_430 data_files: - split: train path: subset_430/train-* - config_name: subset_431 data_files: - split: train path: subset_431/train-* - config_name: subset_432 data_files: - split: train path: subset_432/train-* - config_name: subset_433 data_files: - split: train path: subset_433/train-* - config_name: subset_434 data_files: - split: train path: subset_434/train-* - config_name: subset_435 data_files: - split: train path: subset_435/train-* - config_name: subset_436 data_files: - split: train path: subset_436/train-* - config_name: subset_437 data_files: - split: train path: subset_437/train-* - config_name: subset_438 data_files: - split: train path: subset_438/train-* - config_name: subset_439 data_files: - split: train path: subset_439/train-* - config_name: subset_44 data_files: - split: train path: subset_44/train-* - config_name: subset_440 data_files: - split: train path: subset_440/train-* - config_name: subset_441 data_files: - split: train path: subset_441/train-* - config_name: subset_442 data_files: - split: train path: subset_442/train-* - config_name: subset_443 data_files: - split: train path: subset_443/train-* - config_name: subset_444 data_files: - 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config_name: subset_96 data_files: - split: train path: subset_96/train-* - config_name: subset_97 data_files: - split: train path: subset_97/train-* - config_name: subset_98 data_files: - split: train path: subset_98/train-* - config_name: subset_99 data_files: - split: train path: subset_99/train-* ---
L4NLP/LEval
L4NLP
"2023-10-11T03:56:48Z"
14,305
18
[ "task_categories:summarization", "task_categories:question-answering", "task_categories:multiple-choice", "language:en", "license:gpl-3.0", "size_categories:n<1K", "modality:text", "library:datasets", "library:mlcroissant", "region:us", "Long_context" ]
[ "summarization", "question-answering", "multiple-choice" ]
"2023-06-14T11:51:39Z"
--- license: gpl-3.0 task_categories: - summarization - question-answering - multiple-choice language: - en size_categories: - 1K<n<10K viewer: true tags: - Long_context --- ### *L-Eval: Instituting Standardized Evaluation for Long Context Language Models* L-Eval is a comprehensive long-context language models evaluation suite with 18 long document tasks across multiple domains that require reasoning over long texts, including summarization, question answering, in-context learning with long CoT examples, topic retrieval, and paper writing assistance. L-Eval is a high-quality test set with 411 long documents and 2043 query-response pairs. All samples in L-Eval have been manually annotated and checked by the authors. There have been many studies exploring the expansion of context length in large models. However, it remains to be explored whether these methods perform well enough in downstream tasks and whether they can surpass previous methods based on retrieval or chunking. We hope L-Eval could help researchers and developers track the progress of long-context language models (LCLMs) and understand the strengths/shortcomings of different methods. Dataset list: ``` ["coursera", "gsm100", "quality", "topic_retrieval_longchat", "tpo", "financial_qa", "gov_report_summ", "legal_contract_qa", "meeting_summ", "multidoc_qa", "narrative_qa", "natural_question", "news_summ", "paper_assistant", "patent_summ", "review_summ", "scientific_qa", "tv_show_summ"] ``` Detailed descriptions and how we collect the data can be found [https://github.com/OpenLMLab/LEval](https://github.com/OpenLMLab/LEval).
allenai/sciq
allenai
"2024-01-04T16:23:51Z"
14,237
99
[ "task_categories:question-answering", "task_ids:closed-domain-qa", "annotations_creators:no-annotation", "language_creators:crowdsourced", "multilinguality:monolingual", "source_datasets:original", "language:en", "license:cc-by-nc-3.0", "size_categories:10K<n<100K", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us" ]
[ "question-answering" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - no-annotation language_creators: - crowdsourced language: - en license: - cc-by-nc-3.0 multilinguality: - monolingual size_categories: - 10K<n<100K source_datasets: - original task_categories: - question-answering task_ids: - closed-domain-qa paperswithcode_id: sciq pretty_name: SciQ dataset_info: features: - name: question dtype: string - name: distractor3 dtype: string - name: distractor1 dtype: string - name: distractor2 dtype: string - name: correct_answer dtype: string - name: support dtype: string splits: - name: train num_bytes: 6546183 num_examples: 11679 - name: validation num_bytes: 554120 num_examples: 1000 - name: test num_bytes: 563927 num_examples: 1000 download_size: 4674410 dataset_size: 7664230 configs: - config_name: default data_files: - split: train path: data/train-* - split: validation path: data/validation-* - split: test path: data/test-* --- # Dataset Card for "sciq" ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [https://allenai.org/data/sciq](https://allenai.org/data/sciq) - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Size of downloaded dataset files:** 2.82 MB - **Size of the generated dataset:** 7.68 MB - **Total amount of disk used:** 10.50 MB ### Dataset Summary The SciQ dataset contains 13,679 crowdsourced science exam questions about Physics, Chemistry and Biology, among others. The questions are in multiple-choice format with 4 answer options each. For the majority of the questions, an additional paragraph with supporting evidence for the correct answer is provided. ### Supported Tasks and Leaderboards [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Languages [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Dataset Structure ### Data Instances #### default - **Size of downloaded dataset files:** 2.82 MB - **Size of the generated dataset:** 7.68 MB - **Total amount of disk used:** 10.50 MB An example of 'train' looks as follows. ``` This example was too long and was cropped: { "correct_answer": "coriolis effect", "distractor1": "muon effect", "distractor2": "centrifugal effect", "distractor3": "tropical effect", "question": "What phenomenon makes global winds blow northeast to southwest or the reverse in the northern hemisphere and northwest to southeast or the reverse in the southern hemisphere?", "support": "\"Without Coriolis Effect the global winds would blow north to south or south to north. But Coriolis makes them blow northeast to..." } ``` ### Data Fields The data fields are the same among all splits. #### default - `question`: a `string` feature. - `distractor3`: a `string` feature. - `distractor1`: a `string` feature. - `distractor2`: a `string` feature. - `correct_answer`: a `string` feature. - `support`: a `string` feature. ### Data Splits | name |train|validation|test| |-------|----:|---------:|---:| |default|11679| 1000|1000| ## Dataset Creation ### Curation Rationale [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Source Data #### Initial Data Collection and Normalization [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the source language producers? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Annotations #### Annotation process [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the annotators? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Personal and Sensitive Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Discussion of Biases [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Other Known Limitations [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Additional Information ### Dataset Curators [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Licensing Information The dataset is licensed under the [Creative Commons Attribution-NonCommercial 3.0 Unported License](http://creativecommons.org/licenses/by-nc/3.0/). ### Citation Information ``` @inproceedings{SciQ, title={Crowdsourcing Multiple Choice Science Questions}, author={Johannes Welbl, Nelson F. Liu, Matt Gardner}, year={2017}, journal={arXiv:1707.06209v1} } ``` ### Contributions Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf) for adding this dataset.
MartinKu/wikipedia_stage2_coverage_20230402
MartinKu
"2023-04-06T11:09:20Z"
14,234
0
[ "size_categories:1M<n<10M", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2023-04-03T01:51:56Z"
--- dataset_info: features: - name: text dtype: string - name: S_V_position sequence: int64 - name: O_C_position sequence: int64 - name: start_point_list sequence: int64 splits: - name: train num_bytes: 113325298194 num_examples: 3295240 download_size: 33360668694 dataset_size: 113325298194 --- # Dataset Card for "wikipedia_stage2_coverage_20230402" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
QingyiSi/Alpaca-CoT
QingyiSi
"2023-09-14T08:52:10Z"
14,226
724
[ "language:en", "language:zh", "language:ml", "license:apache-2.0", "region:us", "Instruction", "Cot" ]
null
"2023-03-25T14:58:30Z"
--- language: - en - zh - ml tags: - Instruction - Cot license: apache-2.0 datasets: - dataset1 - dataset2 --- # Instruction-Finetuning Dataset Collection (Alpaca-CoT) This repository will continuously collect various instruction tuning datasets. And we standardize different datasets into the same format, which can be directly loaded by the [code](https://github.com/PhoebusSi/alpaca-CoT) of Alpaca model. We also have conducted empirical study on various instruction-tuning datasets based on the Alpaca model, as shown in [https://github.com/PhoebusSi/alpaca-CoT](https://github.com/PhoebusSi/alpaca-CoT). If you think this dataset collection is helpful to you, please `like` this dataset and `star` our [github project](https://github.com/PhoebusSi/alpaca-CoT)! You are in a warm welcome to provide us with any non-collected instruction-tuning datasets (or their sources). We will uniformly format them, train Alpaca model with these datasets and open source the model checkpoints. # Contribute Welcome to join us and become a contributor to this project! If you want to share some datasets, adjust the data in the following format: ``` example.json [ {"instruction": instruction string, "input": input string, # (may be empty) "output": output string} ] ``` Folder should be like this: ``` Alpaca-CoT | |----example | | | |----example.json | | | ----example_context.json ... ``` Create a new pull request in [Community ](https://huggingface.co/datasets/QingyiSi/Alpaca-CoT/discussions) and publish your branch when you are ready. We will merge it as soon as we can. # Data Usage and Resources ## Data Format All data in this folder is formatted into the same templates, where each sample is as follows: ``` [ {"instruction": instruction string, "input": input string, # (may be empty) "output": output string} ] ``` ## alpaca #### alpaca_data.json > This dataset is published by [Stanford Alpaca](https://github.com/tatsu-lab/stanford_alpaca). It contains 52K English instruction-following samples obtained by [Self-Instruction](https://github.com/yizhongw/self-instruct) techniques. #### alpaca_data_cleaned.json > This dataset is obtained [here](https://github.com/tloen/alpaca-lora). It is a revised version of `alpaca_data.json` by stripping of various tokenization artifacts. ## alpacaGPT4 #### alpaca_gpt4_data.json > This dataset is published by [Instruction-Tuning-with-GPT-4](https://github.com/Instruction-Tuning-with-GPT-4/GPT-4-LLM). It contains 52K English instruction-following samples generated by GPT-4 using Alpaca prompts for fine-tuning LLMs. #### alpaca_gpt4_data_zh.json > This dataset is generated by GPT-4 using Chinese prompts translated from Alpaca by ChatGPT. <!-- ## belle_cn #### belle_data_cn.json This dataset is published by [BELLE](https://github.com/LianjiaTech/BELLE). It contains 0.5M Chinese instruction-following samples, which is also generated by [Self-Instruction](https://github.com/yizhongw/self-instruct) techniques. #### belle_data1M_cn.json This dataset is published by [BELLE](https://github.com/LianjiaTech/BELLE). It contains 1M Chinese instruction-following samples. The data of `belle_data_cn.json` and `belle_data1M_cn.json` are not duplicated. --> ## Chain-of-Thought #### CoT_data.json > This dataset is obtained by formatting the combination of 9 CoT datasets published by [FLAN](https://github.com/google-research/FLAN). It contains 9 CoT tasks involving 74771 samples. #### CoT_CN_data.json > This dataset is obtained by tranlating `CoT_data.json` into Chinese, using Google Translate(en2cn). #### formatted_cot_data folder > This folder contains the formatted English data for each CoT dataset. #### formatted_cot_data folder > This folder contains the formatted Chinese data for each CoT dataset. ## CodeAlpaca #### code_alpaca.json > This dataset is published by [codealpaca](https://github.com/sahil280114/codealpaca). It contains code generation task involving 20022 samples. ## finance #### finance_en.json > This dataset is collected from [here](https://huggingface.co/datasets/gbharti/finance-alpaca). It contains 68912 financial related instructions in English. ## firefly #### firefly.json > his dataset is collected from [here](https://github.com/yangjianxin1/Firefly). It contains 1649398 chinese instructions in 23 nlp tasks. ## GPT4all #### gpt4all.json > This dataset is collected from [here](https://github.com/nomic-ai/gpt4all). It contains 806199 en instructions in code, storys and dialogs tasks. #### gpt4all_without_p3.json > gpt4all without Bigscience/P3, contains 437605 samples. ## GPTeacher #### GPTeacher.json > This dataset is collected from [here](https://github.com/teknium1/GPTeacher). It contains 29013 en instructions generated by GPT-4, General-Instruct - Roleplay-Instruct - Code-Instruct - and Toolformer. ## Guanaco #### GuanacoDataset.json > This dataset is collected from [here](https://huggingface.co/datasets/JosephusCheung/GuanacoDataset). It contains 534610 en instructions generated by text-davinci-003 upon 175 tasks from the Alpaca model by providing rewrites of seed tasks in different languages and adding new tasks specifically designed for English grammar analysis, natural language understanding, cross-lingual self-awareness, and explicit content recognition. #### Guanaco_additional_Dataset.json > A new additional larger dataset for different languages. ## HC3 #### HC3_ChatGPT.json/HC3_Human.json > This dataset is collected from [here](https://huggingface.co/datasets/Hello-SimpleAI/HC3). It contains 37175 en/zh instructions generated by ChatGPT and human. #### HC3_ChatGPT_deduplication.json/HC3_Human_deduplication.json > HC3 dataset without deduplication instructions. ## instinwild #### instinwild_en.json & instinwild_cn.json > The two datasets are obtained [here](https://github.com/XueFuzhao/InstructionWild). It contains 52191 English and 51504 Chinese instructions, which are collected from Twitter, where users tend to share their interesting prompts of mostly generation, open QA, and mind-storm types. (Colossal AI used these datasets to train the ColossalChat model.) ## instruct #### instruct.json > The two datasets are obtained [here](https://huggingface.co/datasets/swype/instruct). It contains 888969 English instructions, which are caugmentation performed using the advanced NLP tools provided by AllenAI. ## Natural Instructions #### natural-instructions-1700tasks.zip > This dataset is obtained [here](https://github.com/allenai/natural-instructions). It contains 5040134 instructions, which are collected from diverse nlp tasks ## prosocial dialog #### natural-instructions-1700tasks.zip > This dataset is obtained [here](https://huggingface.co/datasets/allenai/prosocial-dialog). It contains 165681 English instructions, which are produuced by GPT-3 rewrites questions and humans feedback ## xP3 #### natural-instructions-1700tasks.zip > This dataset is obtained [here](https://huggingface.co/datasets/bigscience/xP3). It contains 78883588 instructions, which are collected by prompts & datasets across 46 of languages & 16 NLP tasks ## Chinese-instruction-collection > all datasets of Chinese instruction collection ## combination #### alcapa_plus_belle_data.json > This dataset is the combination of English `alpaca_data.json` and Chinese `belle_data_cn.json`. #### alcapa_plus_cot_data.json > This dataset is the combination of English `alpaca_data.json` and CoT `CoT_data.json`. #### alcapa_plus_belle_cot_data.json > This dataset is the combination of English `alpaca_data.json`, Chinese `belle_data_cn.json` and CoT `CoT_data.json`. ## Citation Please cite the repo if you use the data collection, code, and experimental findings in this repo. ``` @misc{alpaca-cot, author = {Qingyi Si, Zheng Lin }, school = {Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China}, title = {Alpaca-CoT: An Instruction Fine-Tuning Platform with Instruction Data Collection and Unified Large Language Models Interface}, year = {2023}, publisher = {GitHub}, journal = {GitHub repository}, howpublished = {\url{https://github.com/PhoebusSi/alpaca-CoT}}, } ``` Cite the original Stanford Alpaca, BELLE and FLAN papers as well, please.
sentence-transformers/parallel-sentences-ccmatrix
sentence-transformers
"2024-06-18T19:49:55Z"
14,097
4
[ "task_categories:feature-extraction", "task_categories:sentence-similarity", "language:af", "language:ar", "language:ast", "language:az", "language:be", "language:bg", "language:bn", "language:br", "language:ca", "language:ceb", "language:cs", "language:da", "language:de", "language:el", "language:eo", "language:es", "language:et", "language:eu", "language:fa", "language:fi", "language:fr", "language:fy", "language:ga", "language:gd", "language:gl", "language:ha", "language:he", "language:hi", "language:hr", "language:hu", "language:id", "language:ig", "language:ilo", "language:is", "language:it", "language:ja", "language:jv", "language:ko", "language:la", "language:lb", "language:lt", "language:lv", "language:mg", "language:mk", "language:ml", "language:mr", "language:ms", "language:ne", "language:nl", "language:no", "language:oc", "language:or", "language:pl", "language:pt", "language:ro", "language:ru", "language:sd", "language:si", "language:sk", "language:sl", "language:so", "language:sq", "language:sr", "language:su", "language:sv", "language:sw", "language:ta", "language:tl", "language:tr", "language:uk", "language:ur", "language:vi", "language:xh", "language:yi", "language:zh", "size_categories:1B<n<10B", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us", "sentence-transformers" ]
[ "feature-extraction", "sentence-similarity" ]
"2024-05-25T08:10:49Z"
--- size_categories: - 1B<n<10B task_categories: - feature-extraction - sentence-similarity pretty_name: CCMatrix tags: - sentence-transformers dataset_info: - config_name: en-af features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 1148266566 num_examples: 8694461 download_size: 832696872 dataset_size: 1148266566 - config_name: en-ar features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 14226823350 num_examples: 49697322 download_size: 8765479032 dataset_size: 14226823350 - config_name: en-ast features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 637434232 num_examples: 2956618 download_size: 453215367 dataset_size: 637434232 - config_name: en-az features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 177938263 num_examples: 1251254 download_size: 124360060 dataset_size: 177938263 - config_name: en-be features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 542841152 num_examples: 1885446 download_size: 142253337 dataset_size: 542841152 - config_name: en-bg features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 11961705756 num_examples: 44635282 download_size: 7160113672 dataset_size: 11961705756 - config_name: en-bn features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 2053120318 num_examples: 10074620 download_size: 1098221602 dataset_size: 2053120318 - config_name: en-br features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 86947450 num_examples: 454175 download_size: 34384705 dataset_size: 86947450 - config_name: en-ca features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 3837708529 num_examples: 21284430 download_size: 2751851357 dataset_size: 3837708529 - config_name: en-ceb features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 234354977 num_examples: 962549 download_size: 49981947 dataset_size: 234354977 - config_name: en-cs features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 10277621210 num_examples: 56307029 download_size: 7607844854 dataset_size: 10277621210 - config_name: en-da features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 9093768397 num_examples: 52273664 download_size: 6510153593 dataset_size: 9093768397 - config_name: en-de features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 51555584594 num_examples: 247470736 download_size: 36674461807 dataset_size: 51555584594 - config_name: en-el features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 14907671089 num_examples: 49262631 download_size: 8919934254 dataset_size: 14907671089 - config_name: en-eo features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 2967819260 num_examples: 15418393 download_size: 2168808728 dataset_size: 2967819260 - config_name: en-es features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 100839563812 num_examples: 409061333 download_size: 69967087456 dataset_size: 100839563812 - config_name: en-et features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 3615519238 num_examples: 22007049 download_size: 2628823101 dataset_size: 3615519238 - config_name: en-eu features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 821387539 num_examples: 7778871 download_size: 606760358 dataset_size: 821387539 - config_name: en-fa features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 5720870387 num_examples: 24597533 download_size: 3493927697 dataset_size: 5720870387 - config_name: en-fi features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 6003531112 num_examples: 35982562 download_size: 4339586568 dataset_size: 6003531112 - config_name: en-fr features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 76362272973 num_examples: 328595738 download_size: 52468991292 dataset_size: 76362272973 - config_name: en-fy features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 192234316 num_examples: 1372321 download_size: 93352000 dataset_size: 192234316 - config_name: en-ga features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 225464892 num_examples: 1076420 download_size: 45935095 dataset_size: 225464892 - config_name: en-gd features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 114460109 num_examples: 310351 download_size: 24846114 dataset_size: 114460109 - config_name: en-gl features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 1746914916 num_examples: 13178507 download_size: 1294690325 dataset_size: 1746914916 - config_name: en-ha features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 1381532117 num_examples: 5861080 download_size: 314288607 dataset_size: 1381532117 - config_name: en-he features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 4410235248 num_examples: 25228938 download_size: 2861838829 dataset_size: 4410235248 - config_name: en-hi features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 4083378822 num_examples: 15127900 download_size: 2132432520 dataset_size: 4083378822 - config_name: en-hr features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 3218511310 num_examples: 18797643 download_size: 2368836034 dataset_size: 3218511310 - config_name: en-hu features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 6820144152 num_examples: 36435409 download_size: 4937653466 dataset_size: 6820144152 - config_name: en-id features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 15124269935 num_examples: 70545705 download_size: 10343250018 dataset_size: 15124269935 - config_name: en-ig features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 9470472 num_examples: 80385 download_size: 4927497 dataset_size: 9470472 - config_name: en-ilo features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 97134614 num_examples: 335469 download_size: 25965608 dataset_size: 97134614 - config_name: en-is features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 1006043191 num_examples: 8723145 download_size: 726436377 dataset_size: 1006043191 - config_name: en-it features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 34781986566 num_examples: 146240552 download_size: 24249713724 dataset_size: 34781986566 - config_name: en-ja features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 6088805781 num_examples: 40883733 download_size: 4379531648 dataset_size: 6088805781 - config_name: en-jv features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 281788171 num_examples: 819280 download_size: 43299173 dataset_size: 281788171 - config_name: en-ko features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 2895213164 num_examples: 19358582 download_size: 2111224807 dataset_size: 2895213164 - config_name: en-la features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 93121864 num_examples: 1114190 download_size: 72143426 dataset_size: 93121864 - config_name: en-lb features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 4552854478 num_examples: 11978495 download_size: 762899421 dataset_size: 4552854478 - config_name: en-lt features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 4141127566 num_examples: 23298470 download_size: 3004038735 dataset_size: 4141127566 - config_name: en-lv features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 3297623891 num_examples: 16685969 download_size: 2397129326 dataset_size: 3297623891 - config_name: en-mg features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 272623294 num_examples: 1736359 download_size: 177355627 dataset_size: 272623294 - config_name: en-mk features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 2780199285 num_examples: 12040173 download_size: 1672182611 dataset_size: 2780199285 - config_name: en-ml features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 1372569050 num_examples: 6809956 download_size: 704237919 dataset_size: 1372569050 - config_name: en-mr features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 464346053 num_examples: 2874211 download_size: 248129592 dataset_size: 464346053 - config_name: en-ms features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 1599412862 num_examples: 10730648 download_size: 1124736238 dataset_size: 1599412862 - config_name: en-ne features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 124241733 num_examples: 708316 download_size: 65140507 dataset_size: 124241733 - config_name: en-nl features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 20167977866 num_examples: 106695917 download_size: 14404091096 dataset_size: 20167977866 - config_name: en-no features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 7658217005 num_examples: 47801406 download_size: 5558513486 dataset_size: 7658217005 - config_name: en-oc features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 142791359 num_examples: 1730828 download_size: 109912116 dataset_size: 142791359 - config_name: en-or features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 17904200 num_examples: 96595 download_size: 8406901 dataset_size: 17904200 - config_name: en-pl features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 14630774653 num_examples: 74070714 download_size: 10663782153 dataset_size: 14630774653 - config_name: en-pt features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 41115105368 num_examples: 173743166 download_size: 28862370774 dataset_size: 41115105368 - config_name: en-ro features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 12075310975 num_examples: 55607023 download_size: 8615952576 dataset_size: 12075310975 - config_name: en-ru features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 42356783826 num_examples: 139937785 download_size: 25636989987 dataset_size: 42356783826 - config_name: en-sd features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 335072671 num_examples: 1717573 download_size: 197842483 dataset_size: 335072671 - config_name: en-si features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 960598149 num_examples: 6270800 download_size: 548699294 dataset_size: 960598149 - config_name: en-sk features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 6584874005 num_examples: 38096241 download_size: 4879550406 dataset_size: 6584874005 - config_name: en-sl features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 4487888666 num_examples: 27406782 download_size: 3305678350 dataset_size: 4487888666 - config_name: en-so features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 49524014 num_examples: 222793 download_size: 30280185 dataset_size: 49524014 - config_name: en-sq features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 3723203721 num_examples: 22358158 download_size: 2627564869 dataset_size: 3723203721 - config_name: en-sr features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 4455973990 num_examples: 26510872 download_size: 3135382266 dataset_size: 4455973990 - config_name: en-su features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 31745713 num_examples: 271736 download_size: 18535781 dataset_size: 31745713 - config_name: en-sv features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 12787309195 num_examples: 77008059 download_size: 9187888944 dataset_size: 12787309195 - config_name: en-sw features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 874785438 num_examples: 5756664 download_size: 617058117 dataset_size: 874785438 - config_name: en-ta features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 1604830149 num_examples: 7291118 download_size: 790660374 dataset_size: 1604830149 - config_name: en-tl features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 385586424 num_examples: 3113828 download_size: 282939008 dataset_size: 385586424 - config_name: en-tr features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 7629424945 num_examples: 47045956 download_size: 5549531679 dataset_size: 7629424945 - config_name: en-uk features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 5045729411 num_examples: 20240171 download_size: 3145670206 dataset_size: 5045729411 - config_name: en-ur features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 1029899312 num_examples: 6094149 download_size: 643507216 dataset_size: 1029899312 - config_name: en-vi features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 11459576669 num_examples: 50092444 download_size: 7526497393 dataset_size: 11459576669 - config_name: en-xh features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 10632555903 num_examples: 18980689 download_size: 951644540 dataset_size: 10632555903 - config_name: en-yi features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 175142487 num_examples: 275076 download_size: 24791912 dataset_size: 175142487 - config_name: en-zh features: - name: english dtype: string - name: non_english dtype: string splits: - name: train num_bytes: 13169778580 num_examples: 71383325 download_size: 9897543738 dataset_size: 13169778580 configs: - config_name: en-af data_files: - split: train path: en-af/train-* - config_name: en-ar data_files: - split: train path: en-ar/train-* - config_name: en-ast data_files: - split: train path: en-ast/train-* - config_name: en-az data_files: - split: train path: en-az/train-* - config_name: en-be data_files: - split: train path: en-be/train-* - config_name: en-bg data_files: - split: train path: en-bg/train-* - config_name: en-bn data_files: - split: train path: en-bn/train-* - config_name: en-br data_files: - split: train path: en-br/train-* - config_name: en-ca data_files: - split: train path: en-ca/train-* - config_name: en-ceb data_files: - split: train path: en-ceb/train-* - config_name: en-cs data_files: - split: train path: en-cs/train-* - config_name: en-da data_files: - split: train path: en-da/train-* - config_name: en-de data_files: - split: train path: en-de/train-* - config_name: en-el data_files: - split: train path: en-el/train-* - config_name: en-eo data_files: - split: train path: en-eo/train-* - config_name: en-es data_files: - split: train path: en-es/train-* - config_name: en-et data_files: - split: train path: en-et/train-* - config_name: en-eu data_files: - split: train path: en-eu/train-* - config_name: en-fa data_files: - split: train path: en-fa/train-* - config_name: en-fi data_files: - split: train path: en-fi/train-* - config_name: en-fr data_files: - split: train path: en-fr/train-* - config_name: en-fy data_files: - split: train path: en-fy/train-* - config_name: en-ga data_files: - split: train path: en-ga/train-* - config_name: en-gd data_files: - split: train path: en-gd/train-* - config_name: en-gl data_files: - split: train path: en-gl/train-* - config_name: en-ha data_files: - split: train path: en-ha/train-* - config_name: en-he data_files: - split: train path: en-he/train-* - config_name: en-hi data_files: - split: train path: en-hi/train-* - config_name: en-hr data_files: - split: train path: en-hr/train-* - config_name: en-hu data_files: - split: train path: en-hu/train-* - config_name: en-id data_files: - split: train path: en-id/train-* - config_name: en-ig data_files: - split: train path: en-ig/train-* - config_name: en-ilo data_files: - split: train path: en-ilo/train-* - config_name: en-is data_files: - split: train path: en-is/train-* - config_name: en-it data_files: - split: train path: en-it/train-* - config_name: en-ja data_files: - split: train path: en-ja/train-* - config_name: en-jv data_files: - split: train path: en-jv/train-* - config_name: en-ko data_files: - split: train path: en-ko/train-* - config_name: en-la data_files: - split: train path: en-la/train-* - config_name: en-lb data_files: - split: train path: en-lb/train-* - config_name: en-lt data_files: - split: train path: en-lt/train-* - config_name: en-lv data_files: - split: train path: en-lv/train-* - config_name: en-mg data_files: - split: train path: en-mg/train-* - config_name: en-mk data_files: - split: train path: en-mk/train-* - config_name: en-ml data_files: - split: train path: en-ml/train-* - config_name: en-mr data_files: - split: train path: en-mr/train-* - config_name: en-ms data_files: - split: train path: en-ms/train-* - config_name: en-ne data_files: - split: train path: en-ne/train-* - config_name: en-nl data_files: - split: train path: en-nl/train-* - config_name: en-no data_files: - split: train path: en-no/train-* - config_name: en-oc data_files: - split: train path: en-oc/train-* - config_name: en-or data_files: - split: train path: en-or/train-* - config_name: en-pl data_files: - split: train path: en-pl/train-* - config_name: en-pt data_files: - split: train path: en-pt/train-* - config_name: en-ro data_files: - split: train path: en-ro/train-* - config_name: en-ru data_files: - split: train path: en-ru/train-* - config_name: en-sd data_files: - split: train path: en-sd/train-* - config_name: en-si data_files: - split: train path: en-si/train-* - config_name: en-sk data_files: - split: train path: en-sk/train-* - config_name: en-sl data_files: - split: train path: en-sl/train-* - config_name: en-so data_files: - split: train path: en-so/train-* - config_name: en-sq data_files: - split: train path: en-sq/train-* - config_name: en-sr data_files: - split: train path: en-sr/train-* - config_name: en-su data_files: - split: train path: en-su/train-* - config_name: en-sv data_files: - split: train path: en-sv/train-* - config_name: en-sw data_files: - split: train path: en-sw/train-* - config_name: en-ta data_files: - split: train path: en-ta/train-* - config_name: en-tl data_files: - split: train path: en-tl/train-* - config_name: en-tr data_files: - split: train path: en-tr/train-* - config_name: en-uk data_files: - split: train path: en-uk/train-* - config_name: en-ur data_files: - split: train path: en-ur/train-* - config_name: en-vi data_files: - split: train path: en-vi/train-* - config_name: en-xh data_files: - split: train path: en-xh/train-* - config_name: en-yi data_files: - split: train path: en-yi/train-* - config_name: en-zh data_files: - split: train path: en-zh/train-* language: - af - ar - ast - az - be - bg - bn - br - ca - ceb - cs - da - de - el - eo - es - et - eu - fa - fi - fr - fy - ga - gd - gl - ha - he - hi - hr - hu - id - ig - ilo - is - it - ja - jv - ko - la - lb - lt - lv - mg - mk - ml - mr - ms - ne - nl - 'no' - oc - or - pl - pt - ro - ru - sd - si - sk - sl - so - sq - sr - su - sv - sw - ta - tl - tr - uk - ur - vi - xh - yi - zh --- # Dataset Card for Parallel Sentences - CCMatrix This dataset contains parallel sentences (i.e. English sentence + the same sentences in another language) for numerous other languages. The texts originate from the [CCMatrix](https://ai.meta.com/blog/ccmatrix-a-billion-scale-bitext-data-set-for-training-translation-models/) dataset. ## Related Datasets The following datasets are also a part of the Parallel Sentences collection: * [parallel-sentences-europarl](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-europarl) * [parallel-sentences-global-voices](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-global-voices) * [parallel-sentences-muse](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-muse) * [parallel-sentences-jw300](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-jw300) * [parallel-sentences-news-commentary](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-news-commentary) * [parallel-sentences-opensubtitles](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-opensubtitles) * [parallel-sentences-talks](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-talks) * [parallel-sentences-tatoeba](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-tatoeba) * [parallel-sentences-wikimatrix](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-wikimatrix) * [parallel-sentences-wikititles](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-wikititles) * [parallel-sentences-ccmatrix](https://huggingface.co/datasets/sentence-transformers/parallel-sentences-ccmatrix) These datasets can be used to train multilingual sentence embedding models. For more information, see [sbert.net - Multilingual Models](https://www.sbert.net/examples/training/multilingual/README.html). ## Dataset Subsets ### `en-...` subsets * Columns: "english", "non_english" * Column types: `str`, `str` * Examples: ```python { "english": "He and his mother will be standing vigil there.”", "non_english": "Él y su madre estarán de vigilia allí”.", } ``` * Collection strategy: Processing the data from [yhavinga/ccmatrix](https://huggingface.co/datasets/yhavinga/ccmatrix) and reformatting it in Parquet and with "english" and "non_english" columns. * Deduplified: No
legacy-datasets/mc4
legacy-datasets
"2024-03-05T08:45:03Z"
14,023
151
[ "task_categories:text-generation", "task_categories:fill-mask", "task_ids:language-modeling", "task_ids:masked-language-modeling", "annotations_creators:no-annotation", "language_creators:found", "multilinguality:multilingual", "source_datasets:original", "language:af", "language:am", "language:ar", "language:az", "language:be", "language:bg", "language:bn", "language:ca", "language:ceb", "language:co", "language:cs", "language:cy", "language:da", "language:de", "language:el", "language:en", "language:eo", "language:es", "language:et", "language:eu", "language:fa", "language:fi", "language:fil", "language:fr", "language:fy", "language:ga", "language:gd", "language:gl", "language:gu", "language:ha", "language:haw", "language:he", "language:hi", "language:hmn", "language:ht", "language:hu", "language:hy", "language:id", "language:ig", "language:is", "language:it", "language:iw", "language:ja", "language:jv", "language:ka", "language:kk", "language:km", "language:kn", "language:ko", "language:ku", "language:ky", "language:la", "language:lb", "language:lo", "language:lt", "language:lv", "language:mg", "language:mi", "language:mk", "language:ml", "language:mn", "language:mr", "language:ms", "language:mt", "language:my", "language:ne", "language:nl", "language:no", "language:ny", "language:pa", "language:pl", "language:ps", "language:pt", "language:ro", "language:ru", "language:sd", "language:si", "language:sk", "language:sl", "language:sm", "language:sn", "language:so", "language:sq", "language:sr", "language:st", "language:su", "language:sv", "language:sw", "language:ta", "language:te", "language:tg", "language:th", "language:tr", "language:uk", "language:und", "language:ur", "language:uz", "language:vi", "language:xh", "language:yi", "language:yo", "language:zh", "language:zu", "license:odc-by", "size_categories:n<1K", "arxiv:1910.10683", "region:us" ]
[ "text-generation", "fill-mask" ]
"2022-03-02T23:29:22Z"
--- pretty_name: mC4 annotations_creators: - no-annotation language_creators: - found language: - af - am - ar - az - be - bg - bn - ca - ceb - co - cs - cy - da - de - el - en - eo - es - et - eu - fa - fi - fil - fr - fy - ga - gd - gl - gu - ha - haw - he - hi - hmn - ht - hu - hy - id - ig - is - it - iw - ja - jv - ka - kk - km - kn - ko - ku - ky - la - lb - lo - lt - lv - mg - mi - mk - ml - mn - mr - ms - mt - my - ne - nl - 'no' - ny - pa - pl - ps - pt - ro - ru - sd - si - sk - sl - sm - sn - so - sq - sr - st - su - sv - sw - ta - te - tg - th - tr - uk - und - ur - uz - vi - xh - yi - yo - zh - zu language_bcp47: - bg-Latn - el-Latn - hi-Latn - ja-Latn - ru-Latn - zh-Latn license: - odc-by multilinguality: - multilingual size_categories: - n<1K - 1K<n<10K - 10K<n<100K - 100K<n<1M - 1M<n<10M - 10M<n<100M - 100M<n<1B - 1B<n<10B source_datasets: - original task_categories: - text-generation - fill-mask task_ids: - language-modeling - masked-language-modeling paperswithcode_id: mc4 viewer: false --- <div class="course-tip course-tip-orange bg-gradient-to-br dark:bg-gradient-to-r before:border-orange-500 dark:before:border-orange-800 from-orange-50 dark:from-gray-900 to-white dark:to-gray-950 border border-orange-50 text-orange-700 dark:text-gray-400"> <p><b>Deprecated:</b> Dataset "mc4" is deprecated and will be deleted. Use "<a href="https://huggingface.co/datasets/allenai/c4">allenai/c4</a>" instead.</p> </div> # Dataset Card for mC4 ## Table of Contents - [Dataset Card for mC4](#dataset-card-for-mc4) - [Table of Contents](#table-of-contents) - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Initial Data Collection and Normalization](#initial-data-collection-and-normalization) - [Who are the source language producers?](#who-are-the-source-language-producers) - [Annotations](#annotations) - [Annotation process](#annotation-process) - [Who are the annotators?](#who-are-the-annotators) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** https://huggingface.co/datasets/allenai/c4 - **Paper:** https://arxiv.org/abs/1910.10683 ### Dataset Summary A multilingual colossal, cleaned version of Common Crawl's web crawl corpus. Based on Common Crawl dataset: "https://commoncrawl.org". This is the version prepared by AllenAI, hosted at this address: https://huggingface.co/datasets/allenai/c4 108 languages are available and are reported in the table below. Note that the languages that end with "-Latn" are simply romanized variants, i.e. written using the Latin script. | language code | language name | |:----------------|:---------------------| | af | Afrikaans | | am | Amharic | | ar | Arabic | | az | Azerbaijani | | be | Belarusian | | bg | Bulgarian | | bg-Latn | Bulgarian (Latin) | | bn | Bangla | | ca | Catalan | | ceb | Cebuano | | co | Corsican | | cs | Czech | | cy | Welsh | | da | Danish | | de | German | | el | Greek | | el-Latn | Greek (Latin) | | en | English | | eo | Esperanto | | es | Spanish | | et | Estonian | | eu | Basque | | fa | Persian | | fi | Finnish | | fil | Filipino | | fr | French | | fy | Western Frisian | | ga | Irish | | gd | Scottish Gaelic | | gl | Galician | | gu | Gujarati | | ha | Hausa | | haw | Hawaiian | | hi | Hindi | | hi-Latn | Hindi (Latin script) | | hmn | Hmong, Mong | | ht | Haitian | | hu | Hungarian | | hy | Armenian | | id | Indonesian | | ig | Igbo | | is | Icelandic | | it | Italian | | iw | former Hebrew | | ja | Japanese | | ja-Latn | Japanese (Latin) | | jv | Javanese | | ka | Georgian | | kk | Kazakh | | km | Khmer | | kn | Kannada | | ko | Korean | | ku | Kurdish | | ky | Kyrgyz | | la | Latin | | lb | Luxembourgish | | lo | Lao | | lt | Lithuanian | | lv | Latvian | | mg | Malagasy | | mi | Maori | | mk | Macedonian | | ml | Malayalam | | mn | Mongolian | | mr | Marathi | | ms | Malay | | mt | Maltese | | my | Burmese | | ne | Nepali | | nl | Dutch | | no | Norwegian | | ny | Nyanja | | pa | Punjabi | | pl | Polish | | ps | Pashto | | pt | Portuguese | | ro | Romanian | | ru | Russian | | ru-Latn | Russian (Latin) | | sd | Sindhi | | si | Sinhala | | sk | Slovak | | sl | Slovenian | | sm | Samoan | | sn | Shona | | so | Somali | | sq | Albanian | | sr | Serbian | | st | Southern Sotho | | su | Sundanese | | sv | Swedish | | sw | Swahili | | ta | Tamil | | te | Telugu | | tg | Tajik | | th | Thai | | tr | Turkish | | uk | Ukrainian | | und | Unknown language | | ur | Urdu | | uz | Uzbek | | vi | Vietnamese | | xh | Xhosa | | yi | Yiddish | | yo | Yoruba | | zh | Chinese | | zh-Latn | Chinese (Latin) | | zu | Zulu | You can load the mC4 subset of any language like this: ```python from datasets import load_dataset en_mc4 = load_dataset("mc4", "en") ``` And if you can even specify a list of languages: ```python from datasets import load_dataset mc4_subset_with_five_languages = load_dataset("mc4", languages=["en", "fr", "es", "de", "zh"]) ``` ### Supported Tasks and Leaderboards mC4 is mainly intended to pretrain language models and word representations. ### Languages The dataset supports 108 languages. ## Dataset Structure ### Data Instances An example form the `en` config is: ``` {'timestamp': '2018-06-24T01:32:39Z', 'text': 'Farm Resources in Plumas County\nShow Beginning Farmer Organizations & Professionals (304)\nThere are 304 resources serving Plumas County in the following categories:\nMap of Beginning Farmer Organizations & Professionals serving Plumas County\nVictoria Fisher - Office Manager - Loyalton, CA\nAmy Lynn Rasband - UCCE Plumas-Sierra Administrative Assistant II - Quincy , CA\nShow Farm Income Opportunities Organizations & Professionals (353)\nThere are 353 resources serving Plumas County in the following categories:\nFarm Ranch And Forest Retailers (18)\nMap of Farm Income Opportunities Organizations & Professionals serving Plumas County\nWarner Valley Wildlife Area - Plumas County\nShow Farm Resources Organizations & Professionals (297)\nThere are 297 resources serving Plumas County in the following categories:\nMap of Farm Resources Organizations & Professionals serving Plumas County\nThere are 57 resources serving Plumas County in the following categories:\nMap of Organic Certification Organizations & Professionals serving Plumas County', 'url': 'http://www.californialandcan.org/Plumas/Farm-Resources/'} ``` ### Data Fields The data have several fields: - `url`: url of the source as a string - `text`: text content as a string - `timestamp`: timestamp as a string ### Data Splits To build mC4, the authors used [CLD3](https://github.com/google/cld3) to identify over 100 languages. The resulting mC4 subsets for each language are reported in this table: | config | train | validation | |:---------|:--------|:-------------| | af | ? | ? | | am | ? | ? | | ar | ? | ? | | az | ? | ? | | be | ? | ? | | bg | ? | ? | | bg-Latn | ? | ? | | bn | ? | ? | | ca | ? | ? | | ceb | ? | ? | | co | ? | ? | | cs | ? | ? | | cy | ? | ? | | da | ? | ? | | de | ? | ? | | el | ? | ? | | el-Latn | ? | ? | | en | ? | ? | | eo | ? | ? | | es | ? | ? | | et | ? | ? | | eu | ? | ? | | fa | ? | ? | | fi | ? | ? | | fil | ? | ? | | fr | ? | ? | | fy | ? | ? | | ga | ? | ? | | gd | ? | ? | | gl | ? | ? | | gu | ? | ? | | ha | ? | ? | | haw | ? | ? | | hi | ? | ? | | hi-Latn | ? | ? | | hmn | ? | ? | | ht | ? | ? | | hu | ? | ? | | hy | ? | ? | | id | ? | ? | | ig | ? | ? | | is | ? | ? | | it | ? | ? | | iw | ? | ? | | ja | ? | ? | | ja-Latn | ? | ? | | jv | ? | ? | | ka | ? | ? | | kk | ? | ? | | km | ? | ? | | kn | ? | ? | | ko | ? | ? | | ku | ? | ? | | ky | ? | ? | | la | ? | ? | | lb | ? | ? | | lo | ? | ? | | lt | ? | ? | | lv | ? | ? | | mg | ? | ? | | mi | ? | ? | | mk | ? | ? | | ml | ? | ? | | mn | ? | ? | | mr | ? | ? | | ms | ? | ? | | mt | ? | ? | | my | ? | ? | | ne | ? | ? | | nl | ? | ? | | no | ? | ? | | ny | ? | ? | | pa | ? | ? | | pl | ? | ? | | ps | ? | ? | | pt | ? | ? | | ro | ? | ? | | ru | ? | ? | | ru-Latn | ? | ? | | sd | ? | ? | | si | ? | ? | | sk | ? | ? | | sl | ? | ? | | sm | ? | ? | | sn | ? | ? | | so | ? | ? | | sq | ? | ? | | sr | ? | ? | | st | ? | ? | | su | ? | ? | | sv | ? | ? | | sw | ? | ? | | ta | ? | ? | | te | ? | ? | | tg | ? | ? | | th | ? | ? | | tr | ? | ? | | uk | ? | ? | | und | ? | ? | | ur | ? | ? | | uz | ? | ? | | vi | ? | ? | | xh | ? | ? | | yi | ? | ? | | yo | ? | ? | | zh | ? | ? | | zh-Latn | ? | ? | | zu | ? | ? | ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data #### Initial Data Collection and Normalization [More Information Needed] #### Who are the source language producers? [More Information Needed] ### Annotations #### Annotation process [More Information Needed] #### Who are the annotators? [More Information Needed] ### Personal and Sensitive Information [More Information Needed] ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed] ### Discussion of Biases [More Information Needed] ### Other Known Limitations [More Information Needed] ## Additional Information ### Dataset Curators [More Information Needed] ### Licensing Information AllenAI are releasing this dataset under the terms of ODC-BY. By using this, you are also bound by the Common Crawl terms of use in respect of the content contained in the dataset. ### Citation Information ``` @article{2019t5, author = {Colin Raffel and Noam Shazeer and Adam Roberts and Katherine Lee and Sharan Narang and Michael Matena and Yanqi Zhou and Wei Li and Peter J. Liu}, title = {Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer}, journal = {arXiv e-prints}, year = {2019}, archivePrefix = {arXiv}, eprint = {1910.10683}, } ``` ### Contributions Thanks to [@dirkgr](https://github.com/dirkgr) and [@lhoestq](https://github.com/lhoestq) for adding this dataset.
Sterzhang/PVIT-3M
Sterzhang
"2024-11-02T07:41:57Z"
14,006
17
[ "task_categories:visual-question-answering", "task_categories:image-text-to-text", "language:en", "license:apache-2.0", "size_categories:1M<n<10M", "format:json", "modality:image", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "arxiv:2410.07113", "region:us", "multi-modal", "personalized" ]
[ "visual-question-answering", "image-text-to-text" ]
"2024-10-07T09:28:17Z"
--- configs: - config_name: PVIT-3M data_files: - split: all_data path: PVIT-3M.json language: - en task_categories: - visual-question-answering - image-text-to-text tags: - multi-modal - personalized license: apache-2.0 pretty_name: personalized visual instruction tuning size_categories: - 1M<n<10M --- # PVIT-3M The paper titled "[**Personalized Visual Instruction Tuning**](https://arxiv.org/abs/2410.07113)" introduces a novel dataset called PVIT-3M. This dataset is specifically designed for tuning MLLMs in the context of personalized visual instruction tasks. The dataset consists of 3 million image-text pairs that aim to improve MLLMs' abilities to generate responses based on personalized visual inputs, making them more tailored and adaptable to individual user needs and preferences. Here’s the PVIT-3M statistics: <img width="900" alt="image" src="https://cdn-uploads.huggingface.co/production/uploads/65d8b0f0661492b25c6623de/BLF2Uo72nqpvjPv_yplbt.png"> ## Directory The images in the PVIT-3M dataset have been organized into 40 separate folders, each named pvit-3m_0 to pvit-3m_39. After downloading, you can combine all the subfolders for a unified dataset structure. ``` Sterzhang/PVIT-3M └─ image └─ pvit-3m_0 └─ aug-face └─ coco └─ concat-person └─ crop-face └─ flickr30k └─ object365 └─ vg └─ pvit-3m_1 └─ ... └─ ... └─ PVIT-3M.json └─ README.md ``` ## Json Structure The PVIT-3M.json file contains structured data for each conversation instance in the PVIT-3M dataset. Below is an outline of the key fields: - `image`: A list of image file paths related to the conversation. - `conversations`: A list of dictionaries, each representing a turn in the conversation. - `from`: `human` or `gpt`. - `value`: The content of the conversation. - `type`: A string indicating the type. ## Example Here is an example from the PVIT-3M: ```json { "image": [ "crop-face/object365/objects365_v2_01169026/2.jpg", "object365/objects365_v2_01169026.jpg" ], "conversations": [ { "from": "human", "value": "<image>\nThis is a photo of Erin.\n<image>\nHow does Erin look in this photo?" }, { "from": "gpt", "value": "Erin is a woman with short, brown hair. She is wearing a dark blue dress with short sleeves and a ruffled design. She has a pearl necklace and a watch on her left wrist. She is also wearing a ring on her left hand." } ], "type": "crop description" } ``` "crop-face/object365/objects365_v2_01169026/2.jpg": <img width="100" alt="image" src="https://cdn-uploads.huggingface.co/production/uploads/65d8b0f0661492b25c6623de/lJi0aDYE44wyGP2QMZ13W.png"> "object365/objects365_v2_01169026.jpg": <img width="400" alt="image" src="https://cdn-uploads.huggingface.co/production/uploads/65d8b0f0661492b25c6623de/RY_80A5rSOO1vv6A6CuJy.png"> ## Script The script processes conversation data in the **PVIT-3M** dataset by adding personalized wrapper tokens (`<person_s>` and `<person_e>`) around specific segments. This helps the model correctly associate personalized text and images with each individual, reducing ambiguity in multimodal training. ```python import json def process_image_description(text): segments = text.split('<image>\n') processed_segments = [] for i, segment in enumerate(segments): if i == 0: processed_segments.append(segment) elif i == len(segments) - 1: continue else: last_newline_index = segment.rfind('\n') if last_newline_index != -1: segment = segment[:last_newline_index] + '<person_e>' + segment[last_newline_index:] else: segment += '<person_e>' processed_segments.append(f'<person_s><image>\n{segment}') processed_segments.append(f"<image>\n{segments[-1]}") return ''.join(processed_segments) def process_conversation_data(input_path, output_path): with open(input_path, 'r', encoding='utf-8') as f: data = json.load(f) for item in data: conversation_value = item["conversations"][0]["value"] item["conversations"][0]["value"] = process_image_description(conversation_value) with open(output_path, 'w', encoding='utf-8') as f: json.dump(data, f, ensure_ascii=False, indent=4) input_file = "" output_file = "" process_conversation_data(input_file, output_file) ``` # Code Our code will be released in [PVIT](https://github.com/sterzhang/PVIT), containing scripts for generating PVIT dataset as well as our code for training. # Case Study <img width="1000" alt="image" src="https://github.com/user-attachments/assets/d50fa03f-fdb6-41ff-ab25-806578d29f3e"> # Citation Our paper is now available at: [https://arxiv.org/abs/2410.07113](https://arxiv.org/abs/2410.07113) ```bibtex @misc{pi2024personalizedvisualinstructiontuning, title={Personalized Visual Instruction Tuning}, author={Renjie Pi and Jianshu Zhang and Tianyang Han and Jipeng Zhang and Rui Pan and Tong Zhang}, year={2024}, eprint={2410.07113}, archivePrefix={arXiv}, primaryClass={cs.CV}, url={https://arxiv.org/abs/2410.07113}, }
HuggingFaceGECLM/StackExchange_Mar2023
HuggingFaceGECLM
"2023-03-16T19:06:45Z"
13,803
4
[ "size_categories:10M<n<100M", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2023-03-13T17:04:30Z"
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name: vegetarianism num_bytes: 4452362 num_examples: 664 - name: vegetarianism.meta num_bytes: 641582 num_examples: 105 - name: vi num_bytes: 46999842 num_examples: 10499 - name: vi.meta num_bytes: 905414 num_examples: 170 - name: webapps num_bytes: 70678758 num_examples: 23529 - name: webapps.meta num_bytes: 2928174 num_examples: 832 - name: webmasters num_bytes: 128612083 num_examples: 30457 - name: webmasters.meta num_bytes: 2401427 num_examples: 578 - name: windowsphone num_bytes: 6603711 num_examples: 2677 - name: windowsphone.meta num_bytes: 433114 num_examples: 120 - name: woodworking num_bytes: 22439240 num_examples: 3466 - name: woodworking.meta num_bytes: 555491 num_examples: 126 - name: wordpress num_bytes: 320629577 num_examples: 64505 - name: wordpress.meta num_bytes: 4360550 num_examples: 760 - name: workplace num_bytes: 295862741 num_examples: 30369 - name: workplace.meta num_bytes: 11254907 num_examples: 1649 - name: worldbuilding num_bytes: 568587103 num_examples: 34768 - name: worldbuilding.meta num_bytes: 18255767 num_examples: 1887 - name: writers num_bytes: 114352909 num_examples: 11467 - name: writers.meta num_bytes: 5565450 num_examples: 719 - name: math num_bytes: 4830344539 num_examples: 1098427 - name: space num_bytes: 109227881 num_examples: 15284 - name: stackoverflow num_bytes: 73570912409 num_examples: 13633666 download_size: 52712212534 dataset_size: 105776093169 --- # Dataset Card for "StackExchange_Mar2023" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
hoskinson-center/proof-pile
hoskinson-center
"2023-08-19T03:24:11Z"
13,762
58
[ "task_categories:text-generation", "task_ids:language-modeling", "annotations_creators:no-annotation", "language_creators:found", "multilinguality:monolingual", "language:en", "license:apache-2.0", "size_categories:100K<n<1M", "modality:text", "library:datasets", "library:mlcroissant", "region:us", "math", "mathematics", "formal-mathematics" ]
[ "text-generation" ]
"2022-08-08T20:57:56Z"
--- annotations_creators: - no-annotation language: - en language_creators: - found license: [apache-2.0] multilinguality: - monolingual pretty_name: proof-pile size_categories: [] source_datasets: [] tags: - math - mathematics - formal-mathematics task_categories: - text-generation task_ids: - language-modeling --- # Dataset Description The `proof-pile` is a 13GB pre-training dataset of mathematical text that comprises 8.3 billion tokens (using the `gpt-neox` tokenizer). Models trained on this dataset are coming soon :) The dataset is composed of diverse sources of both informal and formal mathematics, namely - ArXiv.math (10GB) - Open-source math textbooks (50MB) - Formal mathematics libraries (500MB) - Lean mathlib and other Lean repositories - Isabelle AFP - Coq mathematical components and other Coq repositories - HOL Light - set.mm - Mizar Mathematical Library - Math Overflow and Math Stack Exchange (2.5GB) - Wiki-style sources (50MB) - ProofWiki - Wikipedia math articles - MATH dataset (6MB) The construction of the dataset is reproducible using the code and instructions in the [proof-pile Github repo](https://github.com/zhangir-azerbayev/proof-pile). # Supported Tasks This dataset is intended to be used for pre-training and fine-tuning language models. We envision models trained on the `proof-pile` will have many downstream applications, including informal quantitative reasoning, formal theorem proving, semantic search for formal mathematics, and autoformalization. # Languages All informal mathematics in the `proof-pile` is written in English and LaTeX (arXiv articles in other languages are filtered out using [languagedetect](https://github.com/shuyo/language-detection/blob/wiki/ProjectHome.md)). Formal theorem proving languages represented in this dataset are Lean 3, Isabelle, Coq, HOL Light, Metamath, and Mizar. # Evaluation The version of `set.mm` in this dataset has 10% of proofs replaced with the `?` character in order to preserve a validation and test set for Metamath provers pre-trained on the `proof-pile`. The precise split can be found here: [validation](https://github.com/zhangir-azerbayev/mm-extract/blob/main/valid_decls.json) and [test](https://github.com/zhangir-azerbayev/mm-extract/blob/main/test_decls.json). The Lean mathlib commit used in this dataset is `6313863`. Theorems created in subsequent commits can be used for evaluating Lean theorem provers. This dataset contains only the training set of the [MATH dataset](https://github.com/hendrycks/math). However, because this dataset contains ProofWiki, the Stacks Project, Trench's Analysis, and Stein's Number Theory, models trained on it cannot be evaluated on the [NaturalProofs dataset](https://github.com/wellecks/naturalproofs). # Data Preprocessing This section describes any significant filtering and transformations made to various subsets of the data. **arXiv.math.** The arXiv.math dataset is large, heterogeneous, and contains a great deal of noise. We used the following heuristics when choosing which files from arXiv.math source folders to include in the dataset: - Keep only files with a `.tex` extension. - Only include files that use either a `utf-8/16/32` or `latin-1` text encoding. - Discard files that do not contain a part, chapter, section, sub...section, paragraph, or subparagraph heading. - Delete files that contain the keyword `gnuplot`. Gnuplot-latex is an old command line utility that generates blocks of entirely unintelligible source. - Include only articles in English, as determined by the [langdetect library](https://pypi.org/project/langdetect/). \n", "\n", - Exclude files shorter than 280 characters (characters counted after substring removal described below). In addition, we apply the following transformations to arXiv.math texts: - Delete everything outside of `\begin{document}` and `\end{document}`. - Delete everything including or after `\Refs`, `\begin{thebibliography}`, or `\begin{bibdiv}` - Delete comments. - Any more than three consecutive newlines are replaced by three consecutive newlines. In [this notebook](https://github.com/zhangir-azerbayev/proof-pile/blob/main/analysis/arxiv_noisedetection.ipynb), we provide an analysis of the prevalence of noisy documents in the arXiv.math subset of the proof-pile. **Stack Exchange.** We only include questions that have at least 5 upvotes and an answer. We format Stack Exchange posts as follows ``` QUESTION [{num_upvotes} upvotes]: {text of question} REPLY [{num_upvotes} votes]: {text of reply} REPLY [{num_upvotes} votes]: {text of reply} . . . ``` **set.mm.** We converted `set.mm` into human-readable form by following the instructions in the [mm-extract repo](https://github.com/zhangir-azerbayev/mm-extract) ## Contributions Authors: Zhangir Azerbayev, Edward Ayers, Bartosz Piotrowski. We would like to thank Jeremy Avigad, Albert Jiang, and Wenda Li for their invaluable guidance, and the Hoskinson Center for Formal Mathematics for its support.
Jackmin108/xtreme
Jackmin108
"2023-10-21T20:14:19Z"
13,761
0
[ "license:apache-2.0", "size_categories:1M<n<10M", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us" ]
null
"2023-10-20T13:16:37Z"
--- license: apache-2.0 configs: - config_name: mnli data_files: - split: train path: - "mnli/train-0000.parquet" - "mnli/train-0001.parquet" - "mnli/train-0002.parquet" - "mnli/train-0003.parquet" features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: tydiqa data_files: - split: train path: - "tydiqa/ko/train.parquet" - "tydiqa/sw/train.parquet" - "tydiqa/ru/train.parquet" - "tydiqa/te/train.parquet" - "tydiqa/ar/train.parquet" - "tydiqa/fi/train.parquet" - "tydiqa/bn/train.parquet" - "tydiqa/en/train.parquet" - "tydiqa/id/train.parquet" - split: validation path: - "tydiqa/ko/validation.parquet" - "tydiqa/sw/validation.parquet" - "tydiqa/ru/validation.parquet" - "tydiqa/te/validation.parquet" - "tydiqa/ar/validation.parquet" - "tydiqa/fi/validation.parquet" - "tydiqa/bn/validation.parquet" - "tydiqa/en/validation.parquet" - "tydiqa/id/validation.parquet" - config_name: tydiqa.ko data_files: - split: train path: "tydiqa/ko/train.parquet" - split: validation path: "tydiqa/ko/validation.parquet" - config_name: tydiqa.sw data_files: - split: train path: "tydiqa/sw/train.parquet" - split: validation path: "tydiqa/sw/validation.parquet" - config_name: tydiqa.ru data_files: - split: train path: "tydiqa/ru/train.parquet" - split: validation path: "tydiqa/ru/validation.parquet" - config_name: tydiqa.te data_files: - split: train path: "tydiqa/te/train.parquet" - split: validation path: "tydiqa/te/validation.parquet" - config_name: tydiqa.ar data_files: - split: train path: "tydiqa/ar/train.parquet" - split: validation path: "tydiqa/ar/validation.parquet" - config_name: tydiqa.fi data_files: - split: train path: "tydiqa/fi/train.parquet" - split: validation path: "tydiqa/fi/validation.parquet" - config_name: tydiqa.bn data_files: - split: train path: "tydiqa/bn/train.parquet" - split: validation path: "tydiqa/bn/validation.parquet" - config_name: tydiqa.en data_files: - split: train path: "tydiqa/en/train.parquet" - split: validation path: "tydiqa/en/validation.parquet" - config_name: tydiqa.id data_files: - split: train path: "tydiqa/id/train.parquet" - split: validation path: "tydiqa/id/validation.parquet" - config_name: xnli data_files: - split: validation path: - xnli/hi/validation.parquet - xnli/zh/validation.parquet - xnli/sw/validation.parquet - xnli/tr/validation.parquet - xnli/en/validation.parquet - xnli/th/validation.parquet - xnli/ru/validation.parquet - xnli/ar/validation.parquet - xnli/vi/validation.parquet - xnli/bg/validation.parquet - xnli/es/validation.parquet - xnli/el/validation.parquet - xnli/fr/validation.parquet - xnli/ur/validation.parquet - xnli/de/validation.parquet - split: test path: - xnli/hi/test.parquet - xnli/zh/test.parquet - xnli/sw/test.parquet - xnli/tr/test.parquet - xnli/en/test.parquet - xnli/th/test.parquet - xnli/ru/test.parquet - xnli/ar/test.parquet - xnli/vi/test.parquet - xnli/bg/test.parquet - xnli/es/test.parquet - xnli/el/test.parquet - xnli/fr/test.parquet - xnli/ur/test.parquet - xnli/de/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.hi data_files: - split: validation path: xnli/hi/validation.parquet - split: test path: xnli/hi/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.zh data_files: - split: validation path: xnli/zh/validation.parquet - split: test path: xnli/zh/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.sw data_files: - split: validation path: xnli/sw/validation.parquet - split: test path: xnli/sw/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.tr data_files: - split: validation path: xnli/tr/validation.parquet - split: test path: xnli/tr/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.en data_files: - split: validation path: xnli/en/validation.parquet - split: test path: xnli/en/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.th data_files: - split: validation path: xnli/th/validation.parquet - split: test path: xnli/th/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.ru data_files: - split: validation path: xnli/ru/validation.parquet - split: test path: xnli/ru/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.ar data_files: - split: validation path: xnli/ar/validation.parquet - split: test path: xnli/ar/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.vi data_files: - split: validation path: xnli/vi/validation.parquet - split: test path: xnli/vi/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.bg data_files: - split: validation path: xnli/bg/validation.parquet - split: test path: xnli/bg/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.es data_files: - split: validation path: xnli/es/validation.parquet - split: test path: xnli/es/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.el data_files: - split: validation path: xnli/el/validation.parquet - split: test path: xnli/el/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.fr data_files: - split: validation path: xnli/fr/validation.parquet - split: test path: xnli/fr/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.ur data_files: - split: validation path: xnli/ur/validation.parquet - split: test path: xnli/ur/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: xnli.de data_files: - split: validation path: xnli/de/validation.parquet - split: test path: xnli/de/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - entailment - neutral - contradiction _type: ClassLabel idx: dtype: int32 _type: Value - config_name: paws-x.de data_files: - split: train path: paws-x/de/train.parquet - split: validation path: paws-x/de/validation.parquet - split: test path: paws-x/de/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - not_paraphrase - paraphrase _type: ClassLabel - config_name: paws-x.en data_files: - split: train path: paws-x/en/train.parquet - split: validation path: paws-x/en/validation.parquet - split: test path: paws-x/en/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - not_paraphrase - paraphrase _type: ClassLabel - config_name: paws-x.es data_files: - split: train path: paws-x/es/train.parquet - split: validation path: paws-x/es/validation.parquet - split: test path: paws-x/es/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - not_paraphrase - paraphrase _type: ClassLabel - config_name: paws-x.fr data_files: - split: train path: paws-x/fr/train.parquet - split: validation path: paws-x/fr/validation.parquet - split: test path: paws-x/fr/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - not_paraphrase - paraphrase _type: ClassLabel - config_name: paws-x.ja data_files: - split: train path: paws-x/ja/train.parquet - split: validation path: paws-x/ja/validation.parquet - split: test path: paws-x/ja/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - not_paraphrase - paraphrase _type: ClassLabel - config_name: paws-x.ko data_files: - split: train path: paws-x/ko/train.parquet - split: validation path: paws-x/ko/validation.parquet - split: test path: paws-x/ko/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - not_paraphrase - paraphrase _type: ClassLabel - config_name: paws-x.zh data_files: - split: train path: paws-x/zh/train.parquet - split: validation path: paws-x/zh/validation.parquet - split: test path: paws-x/zh/test.parquet features: sentence1: dtype: string _type: Value sentence2: dtype: string _type: Value label: names: - not_paraphrase - paraphrase _type: ClassLabel ---
laion/LAION-Audio-300M
laion
"2025-01-10T21:33:57Z"
13,673
21
[ "license:apache-2.0", "size_categories:100M<n<1B", "format:webdataset", "modality:audio", "modality:text", "library:datasets", "library:webdataset", "library:mlcroissant", "region:us" ]
null
"2024-12-29T09:50:41Z"
--- license: apache-2.0 ---
bigbio/pubmed_qa
bigbio
"2024-03-23T19:06:35Z"
13,662
41
[ "multilinguality:monolingual", "language:en", "license:mit", "region:us" ]
null
"2022-11-13T22:11:45Z"
--- language: - en bigbio_language: - English license: mit multilinguality: monolingual bigbio_license_shortname: MIT pretty_name: PubMedQA homepage: https://github.com/pubmedqa/pubmedqa bigbio_pubmed: True bigbio_public: True bigbio_tasks: - QUESTION_ANSWERING --- # Dataset Card for PubMedQA ## Dataset Description - **Homepage:** https://github.com/pubmedqa/pubmedqa - **Pubmed:** True - **Public:** True - **Tasks:** QA PubMedQA is a novel biomedical question answering (QA) dataset collected from PubMed abstracts. The task of PubMedQA is to answer research biomedical questions with yes/no/maybe using the corresponding abstracts. PubMedQA has 1k expert-annotated (PQA-L), 61.2k unlabeled (PQA-U) and 211.3k artificially generated QA instances (PQA-A). Each PubMedQA instance is composed of: (1) a question which is either an existing research article title or derived from one, (2) a context which is the corresponding PubMed abstract without its conclusion, (3) a long answer, which is the conclusion of the abstract and, presumably, answers the research question, and (4) a yes/no/maybe answer which summarizes the conclusion. PubMedQA is the first QA dataset where reasoning over biomedical research texts, especially their quantitative contents, is required to answer the questions. PubMedQA datasets comprise of 3 different subsets: (1) PubMedQA Labeled (PQA-L): A labeled PubMedQA subset comprises of 1k manually annotated yes/no/maybe QA data collected from PubMed articles. (2) PubMedQA Artificial (PQA-A): An artificially labelled PubMedQA subset comprises of 211.3k PubMed articles with automatically generated questions from the statement titles and yes/no answer labels generated using a simple heuristic. (3) PubMedQA Unlabeled (PQA-U): An unlabeled PubMedQA subset comprises of 61.2k context-question pairs data collected from PubMed articles. ## Citation Information ``` @inproceedings{jin2019pubmedqa, title={PubMedQA: A Dataset for Biomedical Research Question Answering}, author={Jin, Qiao and Dhingra, Bhuwan and Liu, Zhengping and Cohen, William and Lu, Xinghua}, booktitle={Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)}, pages={2567--2577}, year={2019} } ```
ilsp/mmlu_greek
ilsp
"2024-05-20T12:36:54Z"
13,578
3
[ "size_categories:10K<n<100K", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-04-01T14:53:41Z"
--- dataset_info: - config_name: abstract_algebra features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 58157 num_examples: 100 - name: validation num_bytes: 6010 num_examples: 11 - name: dev num_bytes: 2497 num_examples: 5 download_size: 0 dataset_size: 66664 - config_name: all features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 20041347 num_examples: 14042 - name: validation num_bytes: 2196992 num_examples: 1531 - name: dev num_bytes: 360807 num_examples: 285 download_size: 10333898 dataset_size: 22599146 - config_name: anatomy features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 97333 num_examples: 135 - name: validation num_bytes: 9131 num_examples: 14 - name: dev num_bytes: 2731 num_examples: 5 download_size: 67694 dataset_size: 109195 - config_name: astronomy features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 141580 num_examples: 152 - name: validation num_bytes: 15462 num_examples: 16 - name: dev num_bytes: 6380 num_examples: 5 download_size: 95251 dataset_size: 163422 - config_name: business_ethics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 101936 num_examples: 100 - name: validation num_bytes: 9096 num_examples: 11 - name: dev num_bytes: 6368 num_examples: 5 download_size: 77394 dataset_size: 117400 - config_name: clinical_knowledge features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 193539 num_examples: 265 - name: validation num_bytes: 20500 num_examples: 29 - name: dev num_bytes: 3720 num_examples: 5 download_size: 126056 dataset_size: 217759 - config_name: college_biology features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 152394 num_examples: 144 - name: validation num_bytes: 14995 num_examples: 16 - name: dev num_bytes: 4638 num_examples: 5 download_size: 105576 dataset_size: 172027 - config_name: college_chemistry features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 72251 num_examples: 100 - name: validation num_bytes: 6677 num_examples: 8 - name: dev num_bytes: 3862 num_examples: 5 download_size: 61210 dataset_size: 82790 - config_name: college_computer_science features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 135321 num_examples: 100 - name: validation num_bytes: 15037 num_examples: 11 - name: dev num_bytes: 8606 num_examples: 5 download_size: 101342 dataset_size: 158964 - config_name: college_mathematics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 74448 num_examples: 100 - name: validation num_bytes: 8274 num_examples: 11 - name: dev num_bytes: 4276 num_examples: 5 download_size: 63556 dataset_size: 86998 - config_name: college_medicine features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 251805 num_examples: 173 - name: validation num_bytes: 24431 num_examples: 22 - name: dev num_bytes: 5031 num_examples: 5 download_size: 144635 dataset_size: 281267 - config_name: college_physics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 90708 num_examples: 102 - name: validation num_bytes: 10367 num_examples: 11 - name: dev num_bytes: 4139 num_examples: 5 download_size: 68341 dataset_size: 105214 - config_name: computer_security features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 86922 num_examples: 100 - name: validation num_bytes: 14003 num_examples: 11 - name: dev num_bytes: 3445 num_examples: 5 download_size: 75244 dataset_size: 104370 - config_name: conceptual_physics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 127706 num_examples: 235 - name: validation num_bytes: 14286 num_examples: 26 - name: dev num_bytes: 2978 num_examples: 5 download_size: 82813 dataset_size: 144970 - config_name: econometrics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 136916 num_examples: 114 - name: validation num_bytes: 14730 num_examples: 12 - name: dev num_bytes: 4794 num_examples: 5 download_size: 86025 dataset_size: 156440 - config_name: electrical_engineering features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 80296 num_examples: 145 - name: validation num_bytes: 9138 num_examples: 16 - name: dev num_bytes: 2824 num_examples: 5 download_size: 62008 dataset_size: 92258 - config_name: elementary_mathematics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 211831 num_examples: 378 - name: validation num_bytes: 27305 num_examples: 41 - name: dev num_bytes: 4252 num_examples: 5 download_size: 131272 dataset_size: 243388 - config_name: formal_logic features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 146101 num_examples: 126 - name: validation num_bytes: 18160 num_examples: 14 - name: dev num_bytes: 4917 num_examples: 5 download_size: 77094 dataset_size: 169178 - config_name: global_facts features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 55953 num_examples: 100 - name: validation num_bytes: 5672 num_examples: 10 - name: dev num_bytes: 3547 num_examples: 5 download_size: 0 dataset_size: 65172 - config_name: high_school_biology features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 338155 num_examples: 310 - name: validation num_bytes: 33555 num_examples: 32 - name: dev num_bytes: 4992 num_examples: 5 download_size: 200936 dataset_size: 376702 - config_name: high_school_chemistry features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 170771 num_examples: 203 - name: validation num_bytes: 20157 num_examples: 22 - name: dev num_bytes: 3387 num_examples: 5 download_size: 108321 dataset_size: 194315 - config_name: high_school_computer_science features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 139128 num_examples: 100 - name: validation num_bytes: 10800 num_examples: 9 - name: dev num_bytes: 9269 num_examples: 5 download_size: 99359 dataset_size: 159197 - config_name: high_school_european_history features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 799080 num_examples: 165 - name: validation num_bytes: 88740 num_examples: 18 - name: dev num_bytes: 34585 num_examples: 5 download_size: 503439 dataset_size: 922405 - config_name: high_school_geography features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 132655 num_examples: 198 - name: validation num_bytes: 13612 num_examples: 22 - name: dev num_bytes: 4597 num_examples: 5 download_size: 90939 dataset_size: 150864 - config_name: high_school_government_and_politics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 215224 num_examples: 193 - name: validation num_bytes: 22888 num_examples: 21 - name: dev num_bytes: 5640 num_examples: 5 download_size: 132695 dataset_size: 243752 - config_name: high_school_macroeconomics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 374553 num_examples: 390 - name: validation num_bytes: 41817 num_examples: 43 - name: dev num_bytes: 4310 num_examples: 5 download_size: 177813 dataset_size: 420680 - config_name: high_school_mathematics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 161023 num_examples: 270 - name: validation num_bytes: 17224 num_examples: 29 - name: dev num_bytes: 3682 num_examples: 5 download_size: 105683 dataset_size: 181929 - config_name: high_school_microeconomics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 241816 num_examples: 238 - name: validation num_bytes: 24317 num_examples: 26 - name: dev num_bytes: 4029 num_examples: 5 download_size: 125789 dataset_size: 270162 - config_name: high_school_physics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 175856 num_examples: 151 - name: validation num_bytes: 19899 num_examples: 17 - name: dev num_bytes: 4348 num_examples: 5 download_size: 109639 dataset_size: 200103 - config_name: high_school_psychology features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 494955 num_examples: 545 - name: validation num_bytes: 53743 num_examples: 60 - name: dev num_bytes: 5900 num_examples: 5 download_size: 285730 dataset_size: 554598 - config_name: high_school_statistics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 333736 num_examples: 216 - name: validation num_bytes: 30252 num_examples: 23 - name: dev num_bytes: 7320 num_examples: 5 download_size: 191017 dataset_size: 371308 - config_name: high_school_us_history features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 883614 num_examples: 204 - name: validation num_bytes: 93694 num_examples: 22 - name: dev num_bytes: 26282 num_examples: 5 download_size: 533320 dataset_size: 1003590 - config_name: high_school_world_history features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 1126143 num_examples: 237 - name: validation num_bytes: 135245 num_examples: 26 - name: dev num_bytes: 14589 num_examples: 5 download_size: 662773 dataset_size: 1275977 - config_name: human_aging features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 145275 num_examples: 223 - name: validation num_bytes: 15038 num_examples: 23 - name: dev num_bytes: 3062 num_examples: 5 download_size: 99856 dataset_size: 163375 - config_name: human_sexuality features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 100379 num_examples: 131 - name: validation num_bytes: 7585 num_examples: 12 - name: dev num_bytes: 3504 num_examples: 5 download_size: 74540 dataset_size: 111468 - config_name: international_law features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 162013 num_examples: 121 - name: validation num_bytes: 18937 num_examples: 13 - name: dev num_bytes: 7290 num_examples: 5 download_size: 0 dataset_size: 188240 - config_name: jurisprudence features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 102393 num_examples: 108 - name: validation num_bytes: 11049 num_examples: 11 - name: dev num_bytes: 3754 num_examples: 5 download_size: 21545 dataset_size: 117196 - config_name: logical_fallacies features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 153973 num_examples: 163 - name: validation num_bytes: 15857 num_examples: 18 - name: dev num_bytes: 4919 num_examples: 5 download_size: 82298 dataset_size: 174749 - config_name: machine_learning features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 102745 num_examples: 112 - name: validation num_bytes: 9797 num_examples: 11 - name: dev num_bytes: 7448 num_examples: 5 download_size: 70870 dataset_size: 119990 - config_name: management features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 63772 num_examples: 103 - name: validation num_bytes: 5671 num_examples: 11 - name: dev num_bytes: 2677 num_examples: 5 download_size: 52323 dataset_size: 72120 - config_name: marketing features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 191635 num_examples: 234 - name: validation num_bytes: 22377 num_examples: 25 - name: dev num_bytes: 4734 num_examples: 5 download_size: 122877 dataset_size: 218746 - config_name: medical_genetics features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 64177 num_examples: 100 - name: validation num_bytes: 9298 num_examples: 11 - name: dev num_bytes: 3405 num_examples: 5 download_size: 58337 dataset_size: 76880 - config_name: miscellaneous features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 443155 num_examples: 783 - name: validation num_bytes: 42990 num_examples: 86 - name: dev num_bytes: 1877 num_examples: 5 download_size: 283087 dataset_size: 488022 - config_name: moral_disputes features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 332269 num_examples: 346 - name: validation num_bytes: 38501 num_examples: 38 - name: dev num_bytes: 5222 num_examples: 5 download_size: 193075 dataset_size: 375992 - config_name: moral_scenarios features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 1061634 num_examples: 895 - name: validation num_bytes: 120664 num_examples: 100 - name: dev num_bytes: 5816 num_examples: 5 download_size: 283716 dataset_size: 1188114 - config_name: nutrition features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 281680 num_examples: 306 - name: validation num_bytes: 25350 num_examples: 33 - name: dev num_bytes: 6423 num_examples: 5 download_size: 168790 dataset_size: 313453 - config_name: philosophy features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 240333 num_examples: 311 - name: validation num_bytes: 27480 num_examples: 34 - name: dev num_bytes: 2986 num_examples: 5 download_size: 153970 dataset_size: 270799 - config_name: prehistory features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 267644 num_examples: 324 - name: validation num_bytes: 30414 num_examples: 35 - name: dev num_bytes: 5577 num_examples: 5 download_size: 172053 dataset_size: 303635 - config_name: professional_accounting features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 377751 num_examples: 282 - name: validation num_bytes: 42879 num_examples: 31 - name: dev num_bytes: 6331 num_examples: 5 download_size: 228950 dataset_size: 426961 - config_name: professional_law features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 5612166 num_examples: 1534 - name: validation num_bytes: 604980 num_examples: 170 - name: dev num_bytes: 19825 num_examples: 5 download_size: 3065337 dataset_size: 6236971 - config_name: professional_medicine features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 639421 num_examples: 272 - name: validation num_bytes: 70186 num_examples: 31 - name: dev num_bytes: 11017 num_examples: 5 download_size: 391893 dataset_size: 720624 - config_name: professional_psychology features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 687869 num_examples: 612 - name: validation num_bytes: 87912 num_examples: 69 - name: dev num_bytes: 6693 num_examples: 5 download_size: 405705 dataset_size: 782474 - config_name: public_relations features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 89435 num_examples: 110 - name: validation num_bytes: 14174 num_examples: 12 - name: dev num_bytes: 4718 num_examples: 5 download_size: 0 dataset_size: 108327 - config_name: security_studies features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 632255 num_examples: 245 - name: validation num_bytes: 69100 num_examples: 27 - name: dev num_bytes: 16171 num_examples: 5 download_size: 0 dataset_size: 717526 - config_name: sociology features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 204018 num_examples: 201 - name: validation num_bytes: 22531 num_examples: 22 - name: dev num_bytes: 5054 num_examples: 5 download_size: 9676 dataset_size: 231603 - config_name: us_foreign_policy features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 89965 num_examples: 100 - name: validation num_bytes: 10270 num_examples: 11 - name: dev num_bytes: 5111 num_examples: 5 download_size: 68974 dataset_size: 105346 - config_name: virology features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 116211 num_examples: 166 - name: validation num_bytes: 16273 num_examples: 18 - name: dev num_bytes: 3185 num_examples: 5 download_size: 96586 dataset_size: 135669 - config_name: world_religions features: - name: question dtype: string - name: subject dtype: string - name: choices sequence: string - name: answer dtype: int64 - name: orig_question dtype: string - name: orig_subject dtype: string - name: orig_choices sequence: string splits: - name: test num_bytes: 77273 num_examples: 171 - name: validation num_bytes: 8462 num_examples: 19 - name: dev num_bytes: 2073 num_examples: 5 download_size: 61169 dataset_size: 87808 configs: - config_name: abstract_algebra data_files: - split: test path: abstract_algebra/test-* - split: validation path: abstract_algebra/validation-* - split: dev path: abstract_algebra/dev-* - config_name: all data_files: - split: test path: all/test-* - split: validation path: all/validation-* - split: dev path: all/dev-* - config_name: anatomy data_files: - split: test path: anatomy/test-* - split: validation path: anatomy/validation-* - split: dev path: anatomy/dev-* - config_name: astronomy data_files: - split: test path: astronomy/test-* - split: validation path: astronomy/validation-* - split: dev path: astronomy/dev-* - config_name: business_ethics data_files: - split: test path: business_ethics/test-* - split: validation path: business_ethics/validation-* - split: dev path: business_ethics/dev-* - config_name: clinical_knowledge data_files: - split: test path: clinical_knowledge/test-* - split: validation path: clinical_knowledge/validation-* - split: dev path: clinical_knowledge/dev-* - config_name: college_biology data_files: - split: test path: college_biology/test-* - split: validation path: college_biology/validation-* - split: dev path: college_biology/dev-* - config_name: college_chemistry data_files: - split: test path: college_chemistry/test-* - split: validation path: college_chemistry/validation-* - split: dev path: college_chemistry/dev-* - config_name: college_computer_science data_files: - split: test path: college_computer_science/test-* - split: validation path: college_computer_science/validation-* - split: dev path: college_computer_science/dev-* - config_name: college_mathematics data_files: - split: test path: college_mathematics/test-* - split: validation path: college_mathematics/validation-* - split: dev path: college_mathematics/dev-* - config_name: college_medicine data_files: - split: test path: college_medicine/test-* - split: validation path: college_medicine/validation-* - split: dev path: college_medicine/dev-* - config_name: college_physics data_files: - split: test path: college_physics/test-* - split: validation path: college_physics/validation-* - split: dev path: college_physics/dev-* - config_name: computer_security data_files: - split: test path: computer_security/test-* - split: validation path: computer_security/validation-* - split: dev path: computer_security/dev-* - config_name: conceptual_physics data_files: - split: test path: conceptual_physics/test-* - split: validation path: conceptual_physics/validation-* - split: dev path: conceptual_physics/dev-* - config_name: econometrics data_files: - split: test path: econometrics/test-* - split: validation path: econometrics/validation-* - split: dev path: econometrics/dev-* - config_name: electrical_engineering data_files: - split: test path: electrical_engineering/test-* - split: validation path: electrical_engineering/validation-* - split: dev path: electrical_engineering/dev-* - config_name: elementary_mathematics data_files: - split: test path: elementary_mathematics/test-* - split: validation path: elementary_mathematics/validation-* - split: dev path: elementary_mathematics/dev-* - config_name: formal_logic data_files: - split: test path: formal_logic/test-* - split: validation path: formal_logic/validation-* - split: dev path: formal_logic/dev-* - config_name: global_facts data_files: - split: test path: global_facts/test-* - split: validation path: global_facts/validation-* - split: dev path: global_facts/dev-* - config_name: high_school_biology data_files: - split: test path: high_school_biology/test-* - split: validation path: high_school_biology/validation-* - split: dev path: high_school_biology/dev-* - config_name: high_school_chemistry data_files: - split: test path: high_school_chemistry/test-* - split: validation path: high_school_chemistry/validation-* - split: dev path: high_school_chemistry/dev-* - config_name: high_school_computer_science data_files: - split: test path: high_school_computer_science/test-* - split: validation path: high_school_computer_science/validation-* - split: dev path: high_school_computer_science/dev-* - config_name: high_school_european_history data_files: - split: test path: high_school_european_history/test-* - split: validation path: high_school_european_history/validation-* - split: dev path: high_school_european_history/dev-* - config_name: high_school_geography data_files: - split: test path: high_school_geography/test-* - split: validation path: high_school_geography/validation-* - split: dev path: high_school_geography/dev-* - config_name: high_school_government_and_politics data_files: - split: test path: high_school_government_and_politics/test-* - split: validation path: high_school_government_and_politics/validation-* - split: dev path: high_school_government_and_politics/dev-* - config_name: high_school_macroeconomics data_files: - split: test path: high_school_macroeconomics/test-* - split: validation path: high_school_macroeconomics/validation-* - split: dev path: high_school_macroeconomics/dev-* - config_name: high_school_mathematics data_files: - split: test path: high_school_mathematics/test-* - split: validation path: high_school_mathematics/validation-* - split: dev path: high_school_mathematics/dev-* - config_name: high_school_microeconomics data_files: - split: test path: high_school_microeconomics/test-* - split: validation path: high_school_microeconomics/validation-* - split: dev path: high_school_microeconomics/dev-* - config_name: high_school_physics data_files: - split: test path: high_school_physics/test-* - split: validation path: high_school_physics/validation-* - split: dev path: high_school_physics/dev-* - config_name: high_school_psychology data_files: - split: test path: high_school_psychology/test-* - split: validation path: high_school_psychology/validation-* - split: dev path: high_school_psychology/dev-* - config_name: high_school_statistics data_files: - split: test path: high_school_statistics/test-* - split: validation path: high_school_statistics/validation-* - split: dev path: high_school_statistics/dev-* - config_name: high_school_us_history data_files: - split: test path: high_school_us_history/test-* - split: validation path: high_school_us_history/validation-* - split: dev path: high_school_us_history/dev-* - config_name: high_school_world_history data_files: - split: test path: high_school_world_history/test-* - split: validation path: high_school_world_history/validation-* - split: dev path: high_school_world_history/dev-* - config_name: human_aging data_files: - split: test path: human_aging/test-* - split: validation path: human_aging/validation-* - split: dev path: human_aging/dev-* - config_name: human_sexuality data_files: - split: test path: human_sexuality/test-* - split: validation path: human_sexuality/validation-* - split: dev path: human_sexuality/dev-* - config_name: international_law data_files: - split: test path: international_law/test-* - split: validation path: international_law/validation-* - split: dev path: international_law/dev-* - config_name: jurisprudence data_files: - split: test path: jurisprudence/test-* - split: validation path: jurisprudence/validation-* - split: dev path: jurisprudence/dev-* - config_name: logical_fallacies data_files: - split: test path: logical_fallacies/test-* - split: validation path: logical_fallacies/validation-* - split: dev path: logical_fallacies/dev-* - config_name: machine_learning data_files: - split: test path: machine_learning/test-* - split: validation path: machine_learning/validation-* - split: dev path: machine_learning/dev-* - config_name: management data_files: - split: test path: management/test-* - split: validation path: management/validation-* - split: dev path: management/dev-* - config_name: marketing data_files: - split: test path: marketing/test-* - split: validation path: marketing/validation-* - split: dev path: marketing/dev-* - config_name: medical_genetics data_files: - split: test path: medical_genetics/test-* - split: validation path: medical_genetics/validation-* - split: dev path: medical_genetics/dev-* - config_name: miscellaneous data_files: - split: test path: miscellaneous/test-* - split: validation path: miscellaneous/validation-* - split: dev path: miscellaneous/dev-* - config_name: moral_disputes data_files: - split: test path: moral_disputes/test-* - split: validation path: moral_disputes/validation-* - split: dev path: moral_disputes/dev-* - config_name: moral_scenarios data_files: - split: test path: moral_scenarios/test-* - split: validation path: moral_scenarios/validation-* - split: dev path: moral_scenarios/dev-* - config_name: nutrition data_files: - split: test path: nutrition/test-* - split: validation path: nutrition/validation-* - split: dev path: nutrition/dev-* - config_name: philosophy data_files: - split: test path: philosophy/test-* - split: validation path: philosophy/validation-* - split: dev path: philosophy/dev-* - config_name: prehistory data_files: - split: test path: prehistory/test-* - split: validation path: prehistory/validation-* - split: dev path: prehistory/dev-* - config_name: professional_accounting data_files: - split: test path: professional_accounting/test-* - split: validation path: professional_accounting/validation-* - split: dev path: professional_accounting/dev-* - config_name: professional_law data_files: - split: test path: professional_law/test-* - split: validation path: professional_law/validation-* - split: dev path: professional_law/dev-* - config_name: professional_medicine data_files: - split: test path: professional_medicine/test-* - split: validation path: professional_medicine/validation-* - split: dev path: professional_medicine/dev-* - config_name: professional_psychology data_files: - split: test path: professional_psychology/test-* - split: validation path: professional_psychology/validation-* - split: dev path: professional_psychology/dev-* - config_name: public_relations data_files: - split: test path: public_relations/test-* - split: validation path: public_relations/validation-* - split: dev path: public_relations/dev-* - config_name: security_studies data_files: - split: test path: security_studies/test-* - split: validation path: security_studies/validation-* - split: dev path: security_studies/dev-* - config_name: sociology data_files: - split: test path: sociology/test-* - split: validation path: sociology/validation-* - split: dev path: sociology/dev-* - config_name: us_foreign_policy data_files: - split: test path: us_foreign_policy/test-* - split: validation path: us_foreign_policy/validation-* - split: dev path: us_foreign_policy/dev-* - config_name: virology data_files: - split: test path: virology/test-* - split: validation path: virology/validation-* - split: dev path: virology/dev-* - config_name: world_religions data_files: - split: test path: world_religions/test-* - split: validation path: world_religions/validation-* - split: dev path: world_religions/dev-* --- # Dataset Card for MMLU Greek The MMLU Greek dataset is a set of 15858 examples from the MMLU dataset [available from here and here], machine-translated into Greek. The original dataset consists of multiple-choice questions from 57 tasks including elementary mathematics, US history, computer science, law, etc. ## Dataset Details ### Dataset Description - **Curated by:** ILSP/Athena RC - **Language(s) (NLP):** el - **License:** cc-by-nc-sa-4.0 ## Bias, Risks, and Limitations <!-- This section is meant to convey both technical and sociotechnical limitations. --> This dataset is the result of machine translation. ## Dataset Card Contact https://www.athenarc.gr/en/ilsp
mteb/amazon_massive_scenario
mteb
"2024-05-07T21:23:34Z"
13,531
2
[ "size_categories:1M<n<10M", "format:json", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "region:us" ]
null
"2022-05-15T20:30:23Z"
--- configs: - config_name: default data_files: - path: train/*.json.gz split: train - path: test/*.json.gz split: test - path: validation/*.json.gz split: validation - config_name: ta data_files: - path: train/ta.json.gz split: train - path: test/ta.json.gz split: test - path: validation/ta.json.gz split: validation - config_name: is data_files: - path: train/is.json.gz split: train - path: test/is.json.gz split: test - path: validation/is.json.gz split: validation - config_name: pl data_files: - path: train/pl.json.gz split: train - path: test/pl.json.gz split: test - path: validation/pl.json.gz split: validation - config_name: zh-CN data_files: - path: train/zh-CN.json.gz split: train - path: test/zh-CN.json.gz split: test - path: validation/zh-CN.json.gz split: validation - config_name: el data_files: - path: train/el.json.gz split: train - path: test/el.json.gz split: test - path: validation/el.json.gz split: validation - config_name: ru data_files: - path: train/ru.json.gz split: train - path: test/ru.json.gz split: test - path: validation/ru.json.gz split: validation - config_name: te data_files: - path: train/te.json.gz split: train - path: test/te.json.gz split: test - path: validation/te.json.gz split: validation - config_name: cy data_files: - path: train/cy.json.gz split: train - path: test/cy.json.gz split: test - path: validation/cy.json.gz split: validation - config_name: he data_files: - path: train/he.json.gz split: train - path: test/he.json.gz split: test - path: validation/he.json.gz split: validation - config_name: de data_files: - path: train/de.json.gz split: train - path: test/de.json.gz split: test - path: validation/de.json.gz split: validation - config_name: af data_files: - path: train/af.json.gz split: train - path: test/af.json.gz split: test - path: validation/af.json.gz split: validation - config_name: ml data_files: - path: train/ml.json.gz split: train - path: test/ml.json.gz split: test - path: validation/ml.json.gz split: validation - config_name: sl data_files: - path: train/sl.json.gz split: train - path: test/sl.json.gz split: test - path: validation/sl.json.gz split: validation - config_name: vi data_files: - path: train/vi.json.gz split: train - path: test/vi.json.gz split: test - path: validation/vi.json.gz split: validation - config_name: mn data_files: - path: train/mn.json.gz split: train - path: test/mn.json.gz split: test - path: validation/mn.json.gz split: validation - config_name: tl data_files: - path: train/tl.json.gz split: train - path: test/tl.json.gz split: test - path: validation/tl.json.gz split: validation - config_name: it data_files: - path: train/it.json.gz split: train - path: test/it.json.gz split: test - path: validation/it.json.gz split: validation - config_name: jv data_files: - path: train/jv.json.gz split: train - path: test/jv.json.gz split: test - path: validation/jv.json.gz split: validation - config_name: sq data_files: - path: train/sq.json.gz split: train - path: test/sq.json.gz split: test - path: validation/sq.json.gz split: validation - config_name: fa data_files: - path: train/fa.json.gz split: train - path: test/fa.json.gz split: test - path: validation/fa.json.gz split: validation - config_name: nb data_files: - path: train/nb.json.gz split: train - path: test/nb.json.gz split: test - path: validation/nb.json.gz split: validation - config_name: km data_files: - path: train/km.json.gz split: train - path: test/km.json.gz split: test - path: validation/km.json.gz split: validation - config_name: th data_files: - path: train/th.json.gz split: train - path: test/th.json.gz split: test - path: validation/th.json.gz split: validation - config_name: ja data_files: - path: train/ja.json.gz split: train - path: test/ja.json.gz split: test - path: validation/ja.json.gz split: validation - config_name: hi data_files: - path: train/hi.json.gz split: train - path: test/hi.json.gz split: test - path: validation/hi.json.gz split: validation - config_name: id data_files: - path: train/id.json.gz split: train - path: test/id.json.gz split: test - path: validation/id.json.gz split: validation - config_name: kn data_files: - path: train/kn.json.gz split: train - path: test/kn.json.gz split: test - path: validation/kn.json.gz split: validation - config_name: fi data_files: - path: train/fi.json.gz split: train - path: test/fi.json.gz split: test - path: validation/fi.json.gz split: validation - config_name: ur data_files: - path: train/ur.json.gz split: train - path: test/ur.json.gz split: test - path: validation/ur.json.gz split: validation - config_name: my data_files: - path: train/my.json.gz split: train - path: test/my.json.gz split: test - path: validation/my.json.gz split: validation - config_name: lv data_files: - path: train/lv.json.gz split: train - path: test/lv.json.gz split: test - path: validation/lv.json.gz split: validation - config_name: fr data_files: - path: train/fr.json.gz split: train - path: test/fr.json.gz split: test - path: validation/fr.json.gz split: validation - config_name: ko data_files: - path: train/ko.json.gz split: train - path: test/ko.json.gz split: test - path: validation/ko.json.gz split: validation - config_name: sw data_files: - path: train/sw.json.gz split: train - path: test/sw.json.gz split: test - path: validation/sw.json.gz split: validation - config_name: sv data_files: - path: train/sv.json.gz split: train - path: test/sv.json.gz split: test - path: validation/sv.json.gz split: validation - config_name: nl data_files: - path: train/nl.json.gz split: train - path: test/nl.json.gz split: test - path: validation/nl.json.gz split: validation - config_name: da data_files: - path: train/da.json.gz split: train - path: test/da.json.gz split: test - path: validation/da.json.gz split: validation - config_name: ar data_files: - path: train/ar.json.gz split: train - path: test/ar.json.gz split: test - path: validation/ar.json.gz split: validation - config_name: ms data_files: - path: train/ms.json.gz split: train - path: test/ms.json.gz split: test - path: validation/ms.json.gz split: validation - config_name: en data_files: - path: train/en.json.gz split: train - path: test/en.json.gz split: test - path: validation/en.json.gz split: validation - config_name: am data_files: - path: train/am.json.gz split: train - path: test/am.json.gz split: test - path: validation/am.json.gz split: validation - config_name: pt data_files: - path: train/pt.json.gz split: train - path: test/pt.json.gz split: test - path: validation/pt.json.gz split: validation - config_name: ka data_files: - path: train/ka.json.gz split: train - path: test/ka.json.gz split: test - path: validation/ka.json.gz split: validation - config_name: ro data_files: - path: train/ro.json.gz split: train - path: test/ro.json.gz split: test - path: validation/ro.json.gz split: validation - config_name: tr data_files: - path: train/tr.json.gz split: train - path: test/tr.json.gz split: test - path: validation/tr.json.gz split: validation - config_name: hu data_files: - path: train/hu.json.gz split: train - path: test/hu.json.gz split: test - path: validation/hu.json.gz split: validation - config_name: zh-TW data_files: - path: train/zh-TW.json.gz split: train - path: test/zh-TW.json.gz split: test - path: validation/zh-TW.json.gz split: validation - config_name: bn data_files: - path: train/bn.json.gz split: train - path: test/bn.json.gz split: test - path: validation/bn.json.gz split: validation - config_name: hy data_files: - path: train/hy.json.gz split: train - path: test/hy.json.gz split: test - path: validation/hy.json.gz split: validation - config_name: es data_files: - path: train/es.json.gz split: train - path: test/es.json.gz split: test - path: validation/es.json.gz split: validation - config_name: az data_files: - path: train/az.json.gz split: train - path: test/az.json.gz split: test - path: validation/az.json.gz split: validation ---
pico-lm/pretokenized-dolma
pico-lm
"2025-02-04T10:08:48Z"
13,514
2
[ "language:en", "license:apache-2.0", "size_categories:100M<n<1B", "format:parquet", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2025-02-04T04:58:16Z"
--- license: apache-2.0 language: - en pretty_name: 'Pico Dataset: Pre-tokenized, Pre-shuffled Dolma' size_categories: - 100B<n<1T --- ## The Pico Dataset A pre-tokenized, pre-shuffled version of [Dolma](https://huggingface.co/datasets/allenai/dolma), the high-quality text corpus from AI2. ### Overview The Pico dataset simplifies training by providing: - Pre-tokenized text in chunks of 2048 tokens, using the [OLMo Tokenizer](https://huggingface.co/allenai/OLMo-7B-0724-hf/blob/main/tokenizer_config.json) - Pre-shuffled data for consistent training - Streaming-friendly format - 420B tokens total (perfect for 200K steps at batch size 1024) ### Benefits - **Storage Efficient**: No need to download the full 10TB Dolma dataset - **Memory Efficient**: Stream data directly with `load_dataset(..., streaming=True)` - **Reproducible**: All models see identical data in identical order - **Fast**: Skip tokenization during training - **Simple**: Minimal boilerplate code needed ### Usage ``` from datasets import load_dataset dataset = load_dataset("pico-lm/pretokenized-dolma", streaming=True) ```
asahi417/seamless-align-deA-enA.speaker-embedding.xlsr-2b
asahi417
"2024-06-24T01:12:19Z"
13,411
0
[ "size_categories:100K<n<1M", "format:parquet", "modality:tabular", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-06-17T10:18:56Z"
--- dataset_info: - config_name: subset_1 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 16496072358 num_examples: 2064 download_size: 16544774466 dataset_size: 16496072358 - config_name: subset_10 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 16105175291 num_examples: 2106 download_size: 16153856631 dataset_size: 16105175291 - config_name: subset_100 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11700093808 num_examples: 1944 download_size: 11740547200 dataset_size: 11700093808 - config_name: subset_101 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11971334686 num_examples: 1985 download_size: 12012182776 dataset_size: 11971334686 - config_name: subset_102 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 12007403919 num_examples: 1992 download_size: 12049445421 dataset_size: 12007403919 - config_name: subset_103 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11943077924 num_examples: 1952 download_size: 11983774430 dataset_size: 11943077924 - config_name: subset_104 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11727519000 num_examples: 1956 download_size: 11768140710 dataset_size: 11727519000 - config_name: subset_105 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 12201628185 num_examples: 2034 download_size: 12243327271 dataset_size: 12201628185 - config_name: subset_106 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11906942375 num_examples: 1981 download_size: 11947610208 dataset_size: 11906942375 - config_name: subset_107 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11827697428 num_examples: 1983 download_size: 11868584591 dataset_size: 11827697428 - config_name: subset_108 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11329588226 num_examples: 1963 download_size: 11369118475 dataset_size: 11329588226 - config_name: subset_109 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11295470155 num_examples: 1949 download_size: 11334889864 dataset_size: 11295470155 - config_name: subset_11 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 16223572386 num_examples: 2131 download_size: 16272632592 dataset_size: 16223572386 - config_name: subset_110 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11104691038 num_examples: 1940 download_size: 11144134254 dataset_size: 11104691038 - config_name: subset_111 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11399789523 num_examples: 1967 download_size: 11439345962 dataset_size: 11399789523 - config_name: subset_112 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11715773162 num_examples: 1993 download_size: 11756682752 dataset_size: 11715773162 - config_name: subset_113 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11236654750 num_examples: 1924 download_size: 11276132019 dataset_size: 11236654750 - config_name: subset_114 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 10941353095 num_examples: 1951 download_size: 10979830813 dataset_size: 10941353095 - config_name: subset_115 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11321795057 num_examples: 1943 download_size: 11361162230 dataset_size: 11321795057 - config_name: subset_116 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11318362227 num_examples: 1967 download_size: 11358113093 dataset_size: 11318362227 - config_name: subset_117 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11094945816 num_examples: 1917 download_size: 11131439213 dataset_size: 11094945816 - config_name: subset_118 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11185863515 num_examples: 1924 download_size: 11225578783 dataset_size: 11185863515 - 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name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 12237325419 num_examples: 2002 download_size: 12279225283 dataset_size: 12237325419 - config_name: subset_96 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11956757177 num_examples: 1973 download_size: 11997239064 dataset_size: 11956757177 - config_name: subset_97 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11897495704 num_examples: 1944 download_size: 11937567574 dataset_size: 11897495704 - config_name: subset_98 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11717282430 num_examples: 1939 download_size: 11756916623 dataset_size: 11717282430 - config_name: subset_99 features: - name: line_no dtype: int64 - name: deA.id dtype: string - name: deA.laser_score dtype: float64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: deA.audio.speaker_embedding sequence: float32 - name: deA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 11882601742 num_examples: 2008 download_size: 11923611047 dataset_size: 11882601742 configs: - config_name: subset_1 data_files: - split: train path: subset_1/train-* - config_name: subset_10 data_files: - split: train path: subset_10/train-* - config_name: subset_100 data_files: - split: train path: subset_100/train-* - config_name: subset_101 data_files: - split: train path: subset_101/train-* - config_name: subset_102 data_files: - split: train path: subset_102/train-* - config_name: subset_103 data_files: - split: train path: subset_103/train-* - 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config_name: subset_67 data_files: - split: train path: subset_67/train-* - config_name: subset_68 data_files: - split: train path: subset_68/train-* - config_name: subset_69 data_files: - split: train path: subset_69/train-* - config_name: subset_7 data_files: - split: train path: subset_7/train-* - config_name: subset_70 data_files: - split: train path: subset_70/train-* - config_name: subset_71 data_files: - split: train path: subset_71/train-* - config_name: subset_72 data_files: - split: train path: subset_72/train-* - config_name: subset_73 data_files: - split: train path: subset_73/train-* - config_name: subset_74 data_files: - split: train path: subset_74/train-* - config_name: subset_75 data_files: - split: train path: subset_75/train-* - config_name: subset_76 data_files: - split: train path: subset_76/train-* - config_name: subset_77 data_files: - split: train path: subset_77/train-* - config_name: subset_78 data_files: - split: train path: subset_78/train-* - config_name: subset_79 data_files: - split: train path: subset_79/train-* - config_name: subset_8 data_files: - split: train path: subset_8/train-* - config_name: subset_80 data_files: - split: train path: subset_80/train-* - config_name: subset_81 data_files: - split: train path: subset_81/train-* - config_name: subset_82 data_files: - split: train path: subset_82/train-* - config_name: subset_83 data_files: - split: train path: subset_83/train-* - config_name: subset_84 data_files: - split: train path: subset_84/train-* - config_name: subset_85 data_files: - split: train path: subset_85/train-* - config_name: subset_86 data_files: - split: train path: subset_86/train-* - config_name: subset_87 data_files: - split: train path: subset_87/train-* - config_name: subset_88 data_files: - split: train path: subset_88/train-* - config_name: subset_89 data_files: - split: train path: subset_89/train-* - config_name: subset_9 data_files: - split: train path: subset_9/train-* - config_name: subset_90 data_files: - split: train path: subset_90/train-* - config_name: subset_91 data_files: - split: train path: subset_91/train-* - config_name: subset_92 data_files: - split: train path: subset_92/train-* - config_name: subset_93 data_files: - split: train path: subset_93/train-* - config_name: subset_94 data_files: - split: train path: subset_94/train-* - config_name: subset_95 data_files: - split: train path: subset_95/train-* - config_name: subset_96 data_files: - split: train path: subset_96/train-* - config_name: subset_97 data_files: - split: train path: subset_97/train-* - config_name: subset_98 data_files: - split: train path: subset_98/train-* - config_name: subset_99 data_files: - split: train path: subset_99/train-* ---
facebook/xnli
facebook
"2024-01-05T08:30:52Z"
13,368
53
[ "language:ar", "language:bg", "language:de", "language:el", "language:en", "language:es", "language:fr", "language:hi", "language:ru", "language:sw", "language:th", "language:tr", "language:ur", "language:vi", "language:zh", "size_categories:1M<n<10M", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2022-03-02T23:29:22Z"
--- language: - ar - bg - de - el - en - es - fr - hi - ru - sw - th - tr - ur - vi - zh paperswithcode_id: xnli pretty_name: Cross-lingual Natural Language Inference dataset_info: - config_name: all_languages features: - name: premise dtype: translation: languages: - ar - bg - de - el - en - es - fr - hi - ru - sw - th - tr - ur - vi - zh - name: hypothesis dtype: translation_variable_languages: languages: - ar - bg - de - el - en - es - fr - hi - ru - sw - th - tr - ur - vi - zh num_languages: 15 - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 1581471691 num_examples: 392702 - name: test num_bytes: 19387432 num_examples: 5010 - name: validation num_bytes: 9566179 num_examples: 2490 download_size: 963942271 dataset_size: 1610425302 - config_name: ar features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 107399614 num_examples: 392702 - name: test num_bytes: 1294553 num_examples: 5010 - name: validation num_bytes: 633001 num_examples: 2490 download_size: 59215902 dataset_size: 109327168 - config_name: bg features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 125973225 num_examples: 392702 - name: test num_bytes: 1573034 num_examples: 5010 - name: validation num_bytes: 774061 num_examples: 2490 download_size: 66117878 dataset_size: 128320320 - config_name: de features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 84684140 num_examples: 392702 - name: test num_bytes: 996488 num_examples: 5010 - name: validation num_bytes: 494604 num_examples: 2490 download_size: 55973883 dataset_size: 86175232 - config_name: el features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 139753358 num_examples: 392702 - name: test num_bytes: 1704785 num_examples: 5010 - name: validation num_bytes: 841226 num_examples: 2490 download_size: 74551247 dataset_size: 142299369 - config_name: en features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 74444026 num_examples: 392702 - name: test num_bytes: 875134 num_examples: 5010 - name: validation num_bytes: 433463 num_examples: 2490 download_size: 50627367 dataset_size: 75752623 - config_name: es features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 81383284 num_examples: 392702 - name: test num_bytes: 969813 num_examples: 5010 - name: validation num_bytes: 478422 num_examples: 2490 download_size: 53677157 dataset_size: 82831519 - config_name: fr features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 85808779 num_examples: 392702 - name: test num_bytes: 1029239 num_examples: 5010 - name: validation num_bytes: 510104 num_examples: 2490 download_size: 55968680 dataset_size: 87348122 - config_name: hi features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 170593964 num_examples: 392702 - name: test num_bytes: 2073073 num_examples: 5010 - name: validation num_bytes: 1023915 num_examples: 2490 download_size: 70908548 dataset_size: 173690952 - config_name: ru features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 129859615 num_examples: 392702 - name: test num_bytes: 1603466 num_examples: 5010 - name: validation num_bytes: 786442 num_examples: 2490 download_size: 70702606 dataset_size: 132249523 - config_name: sw features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 69285725 num_examples: 392702 - name: test num_bytes: 871651 num_examples: 5010 - name: validation num_bytes: 429850 num_examples: 2490 download_size: 45564152 dataset_size: 70587226 - config_name: th features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 176062892 num_examples: 392702 - name: test num_bytes: 2147015 num_examples: 5010 - name: validation num_bytes: 1061160 num_examples: 2490 download_size: 77222045 dataset_size: 179271067 - config_name: tr features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 71637140 num_examples: 392702 - name: test num_bytes: 934934 num_examples: 5010 - name: validation num_bytes: 459308 num_examples: 2490 download_size: 48509680 dataset_size: 73031382 - config_name: ur features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 96441486 num_examples: 392702 - name: test num_bytes: 1416241 num_examples: 5010 - name: validation num_bytes: 699952 num_examples: 2490 download_size: 46682785 dataset_size: 98557679 - config_name: vi features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 101417430 num_examples: 392702 - name: test num_bytes: 1190217 num_examples: 5010 - name: validation num_bytes: 590680 num_examples: 2490 download_size: 57690058 dataset_size: 103198327 - config_name: zh features: - name: premise dtype: string - name: hypothesis dtype: string - name: label dtype: class_label: names: '0': entailment '1': neutral '2': contradiction splits: - name: train num_bytes: 72224841 num_examples: 392702 - name: test num_bytes: 777929 num_examples: 5010 - name: validation num_bytes: 384851 num_examples: 2490 download_size: 48269855 dataset_size: 73387621 configs: - config_name: all_languages data_files: - split: train path: all_languages/train-* - split: test path: all_languages/test-* - split: validation path: all_languages/validation-* - config_name: ar data_files: - split: train path: ar/train-* - split: test path: ar/test-* - split: validation path: ar/validation-* - config_name: bg data_files: - split: train path: bg/train-* - split: test path: bg/test-* - split: validation path: bg/validation-* - config_name: de data_files: - split: train path: de/train-* - split: test path: de/test-* - split: validation path: de/validation-* - config_name: el data_files: - split: train path: el/train-* - split: test path: el/test-* - split: validation path: el/validation-* - config_name: en data_files: - split: train path: en/train-* - split: test path: en/test-* - split: validation path: en/validation-* - config_name: es data_files: - split: train path: es/train-* - split: test path: es/test-* - split: validation path: es/validation-* - config_name: fr data_files: - split: train path: fr/train-* - split: test path: fr/test-* - split: validation path: fr/validation-* - config_name: hi data_files: - split: train path: hi/train-* - split: test path: hi/test-* - split: validation path: hi/validation-* - config_name: ru data_files: - split: train path: ru/train-* - split: test path: ru/test-* - split: validation path: ru/validation-* - config_name: sw data_files: - split: train path: sw/train-* - split: test path: sw/test-* - split: validation path: sw/validation-* - config_name: th data_files: - split: train path: th/train-* - split: test path: th/test-* - split: validation path: th/validation-* - config_name: tr data_files: - split: train path: tr/train-* - split: test path: tr/test-* - split: validation path: tr/validation-* - config_name: ur data_files: - split: train path: ur/train-* - split: test path: ur/test-* - split: validation path: ur/validation-* - config_name: vi data_files: - split: train path: vi/train-* - split: test path: vi/test-* - split: validation path: vi/validation-* - config_name: zh data_files: - split: train path: zh/train-* - split: test path: zh/test-* - split: validation path: zh/validation-* --- # Dataset Card for "xnli" ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [https://www.nyu.edu/projects/bowman/xnli/](https://www.nyu.edu/projects/bowman/xnli/) - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Size of downloaded dataset files:** 7.74 GB - **Size of the generated dataset:** 3.23 GB - **Total amount of disk used:** 10.97 GB ### Dataset Summary XNLI is a subset of a few thousand examples from MNLI which has been translated into a 14 different languages (some low-ish resource). As with MNLI, the goal is to predict textual entailment (does sentence A imply/contradict/neither sentence B) and is a classification task (given two sentences, predict one of three labels). ### Supported Tasks and Leaderboards [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Languages [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Dataset Structure ### Data Instances #### all_languages - **Size of downloaded dataset files:** 483.96 MB - **Size of the generated dataset:** 1.61 GB - **Total amount of disk used:** 2.09 GB An example of 'train' looks as follows. ``` This example was too long and was cropped: { "hypothesis": "{\"language\": [\"ar\", \"bg\", \"de\", \"el\", \"en\", \"es\", \"fr\", \"hi\", \"ru\", \"sw\", \"th\", \"tr\", \"ur\", \"vi\", \"zh\"], \"translation\": [\"احد اع...", "label": 0, "premise": "{\"ar\": \"واحدة من رقابنا ستقوم بتنفيذ تعليماتك كلها بكل دقة\", \"bg\": \"един от нашите номера ще ви даде инструкции .\", \"de\": \"Eine ..." } ``` #### ar - **Size of downloaded dataset files:** 483.96 MB - **Size of the generated dataset:** 109.32 MB - **Total amount of disk used:** 593.29 MB An example of 'validation' looks as follows. ``` { "hypothesis": "اتصل بأمه حالما أوصلته حافلة المدرسية.", "label": 1, "premise": "وقال، ماما، لقد عدت للمنزل." } ``` #### bg - **Size of downloaded dataset files:** 483.96 MB - **Size of the generated dataset:** 128.32 MB - **Total amount of disk used:** 612.28 MB An example of 'train' looks as follows. ``` This example was too long and was cropped: { "hypothesis": "\"губиш нещата на следното ниво , ако хората си припомнят .\"...", "label": 0, "premise": "\"по време на сезона и предполагам , че на твоето ниво ще ги загубиш на следващото ниво , ако те решат да си припомнят отбора на ..." } ``` #### de - **Size of downloaded dataset files:** 483.96 MB - **Size of the generated dataset:** 86.17 MB - **Total amount of disk used:** 570.14 MB An example of 'train' looks as follows. ``` This example was too long and was cropped: { "hypothesis": "Man verliert die Dinge auf die folgende Ebene , wenn sich die Leute erinnern .", "label": 0, "premise": "\"Du weißt , während der Saison und ich schätze , auf deiner Ebene verlierst du sie auf die nächste Ebene , wenn sie sich entschl..." } ``` #### el - **Size of downloaded dataset files:** 483.96 MB - **Size of the generated dataset:** 142.30 MB - **Total amount of disk used:** 626.26 MB An example of 'validation' looks as follows. ``` This example was too long and was cropped: { "hypothesis": "\"Τηλεφώνησε στη μαμά του μόλις το σχολικό λεωφορείο τον άφησε.\"...", "label": 1, "premise": "Και είπε, Μαμά, έφτασα στο σπίτι." } ``` ### Data Fields The data fields are the same among all splits. #### all_languages - `premise`: a multilingual `string` variable, with possible languages including `ar`, `bg`, `de`, `el`, `en`. - `hypothesis`: a multilingual `string` variable, with possible languages including `ar`, `bg`, `de`, `el`, `en`. - `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). #### ar - `premise`: a `string` feature. - `hypothesis`: a `string` feature. - `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). #### bg - `premise`: a `string` feature. - `hypothesis`: a `string` feature. - `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). #### de - `premise`: a `string` feature. - `hypothesis`: a `string` feature. - `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). #### el - `premise`: a `string` feature. - `hypothesis`: a `string` feature. - `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2). ### Data Splits | name |train |validation|test| |-------------|-----:|---------:|---:| |all_languages|392702| 2490|5010| |ar |392702| 2490|5010| |bg |392702| 2490|5010| |de |392702| 2490|5010| |el |392702| 2490|5010| ## Dataset Creation ### Curation Rationale [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Source Data #### Initial Data Collection and Normalization [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the source language producers? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Annotations #### Annotation process [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the annotators? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Personal and Sensitive Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Discussion of Biases [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Other Known Limitations [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Additional Information ### Dataset Curators [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Licensing Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Citation Information ``` @InProceedings{conneau2018xnli, author = {Conneau, Alexis and Rinott, Ruty and Lample, Guillaume and Williams, Adina and Bowman, Samuel R. and Schwenk, Holger and Stoyanov, Veselin}, title = {XNLI: Evaluating Cross-lingual Sentence Representations}, booktitle = {Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing}, year = {2018}, publisher = {Association for Computational Linguistics}, location = {Brussels, Belgium}, } ``` ### Contributions Thanks to [@lewtun](https://github.com/lewtun), [@mariamabarham](https://github.com/mariamabarham), [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset.
ptb-text-only/ptb_text_only
ptb-text-only
"2024-01-18T11:13:39Z"
13,364
16
[ "task_categories:text-generation", "task_categories:fill-mask", "task_ids:language-modeling", "task_ids:masked-language-modeling", "annotations_creators:expert-generated", "language_creators:found", "multilinguality:monolingual", "source_datasets:original", "language:en", "license:other", "size_categories:10K<n<100K", "region:us" ]
[ "text-generation", "fill-mask" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - expert-generated language_creators: - found language: - en license: - other license_details: LDC User Agreement for Non-Members multilinguality: - monolingual size_categories: - 10K<n<100K source_datasets: - original task_categories: - text-generation - fill-mask task_ids: - language-modeling - masked-language-modeling paperswithcode_id: null pretty_name: Penn Treebank dataset_info: features: - name: sentence dtype: string config_name: penn_treebank splits: - name: train num_bytes: 5143706 num_examples: 42068 - name: test num_bytes: 453710 num_examples: 3761 - name: validation num_bytes: 403156 num_examples: 3370 download_size: 5951345 dataset_size: 6000572 --- # Dataset Card for Penn Treebank ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** https://catalog.ldc.upenn.edu/LDC99T42 - **Repository:** 'https://raw.githubusercontent.com/wojzaremba/lstm/master/data/ptb.train.txt', 'https://raw.githubusercontent.com/wojzaremba/lstm/master/data/ptb.valid.txt', 'https://raw.githubusercontent.com/wojzaremba/lstm/master/data/ptb.test.txt' - **Paper:** https://www.aclweb.org/anthology/J93-2004.pdf - **Leaderboard:** [Needs More Information] - **Point of Contact:** [Needs More Information] ### Dataset Summary This is the Penn Treebank Project: Release 2 CDROM, featuring a million words of 1989 Wall Street Journal material. The rare words in this version are already replaced with <unk> token. The numbers are replaced with <N> token. ### Supported Tasks and Leaderboards Language Modelling ### Languages The text in the dataset is in American English ## Dataset Structure ### Data Instances [Needs More Information] ### Data Fields [Needs More Information] ### Data Splits [Needs More Information] ## Dataset Creation ### Curation Rationale [Needs More Information] ### Source Data #### Initial Data Collection and Normalization [Needs More Information] #### Who are the source language producers? [Needs More Information] ### Annotations #### Annotation process [Needs More Information] #### Who are the annotators? [Needs More Information] ### Personal and Sensitive Information [Needs More Information] ## Considerations for Using the Data ### Social Impact of Dataset [Needs More Information] ### Discussion of Biases [Needs More Information] ### Other Known Limitations [Needs More Information] ## Additional Information ### Dataset Curators [Needs More Information] ### Licensing Information Dataset provided for research purposes only. Please check dataset license for additional information. ### Citation Information @article{marcus-etal-1993-building, title = "Building a Large Annotated Corpus of {E}nglish: The {P}enn {T}reebank", author = "Marcus, Mitchell P. and Santorini, Beatrice and Marcinkiewicz, Mary Ann", journal = "Computational Linguistics", volume = "19", number = "2", year = "1993", url = "https://www.aclweb.org/anthology/J93-2004", pages = "313--330", } ### Contributions Thanks to [@harshalmittal4](https://github.com/harshalmittal4) for adding this dataset.
asahi417/seamless-align-enA-zhA.speaker-embedding.xlsr-2b
asahi417
"2024-06-17T08:52:20Z"
13,363
0
[ "size_categories:100K<n<1M", "format:parquet", "modality:tabular", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-06-14T10:18:38Z"
--- dataset_info: - config_name: subset_1 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: zhA.id dtype: string - name: zhA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: zhA.audio.speaker_embedding sequence: float32 - name: zhA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 14209259131 num_examples: 1962 download_size: 14256120203 dataset_size: 14209259131 - config_name: subset_10 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: zhA.id dtype: string - name: zhA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: zhA.audio.speaker_embedding sequence: float32 - name: zhA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 13574781625 num_examples: 2031 download_size: 13621966757 dataset_size: 13574781625 - config_name: subset_100 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: zhA.id dtype: string - name: zhA.laser_score dtype: float64 - name: zhA.audio.speaker_embedding sequence: float32 - name: zhA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 13223964877 num_examples: 1891 download_size: 13269307182 dataset_size: 13223964877 - config_name: subset_101 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: zhA.id dtype: string - name: zhA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: zhA.audio.speaker_embedding sequence: float32 - 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name: zhA.id dtype: string - name: zhA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: zhA.audio.speaker_embedding sequence: float32 - name: zhA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 13127114114 num_examples: 1871 download_size: 13172271401 dataset_size: 13127114114 - config_name: subset_106 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: zhA.id dtype: string - name: zhA.laser_score dtype: float64 - name: zhA.audio.speaker_embedding sequence: float32 - name: zhA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 12426801586 num_examples: 1865 download_size: 12469421998 dataset_size: 12426801586 - config_name: subset_107 features: - 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name: train num_bytes: 12907967612 num_examples: 1885 download_size: 12952072820 dataset_size: 12907967612 - config_name: subset_97 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: zhA.id dtype: string - name: zhA.laser_score dtype: float64 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 - name: zhA.audio.speaker_embedding sequence: float32 - name: zhA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 12893205307 num_examples: 1869 download_size: 12935785916 dataset_size: 12893205307 - config_name: subset_98 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: zhA.id dtype: string - name: zhA.laser_score dtype: float64 - name: zhA.audio.speaker_embedding sequence: float32 - name: zhA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 12554140420 num_examples: 1860 download_size: 12598098176 dataset_size: 12554140420 - config_name: subset_99 features: - name: line_no dtype: int64 - name: enA.id dtype: string - name: enA.laser_score dtype: float64 - name: zhA.id dtype: string - name: zhA.laser_score dtype: float64 - name: zhA.audio.speaker_embedding sequence: float32 - name: zhA.audio.speaker_embedding.full sequence: sequence: float32 - name: enA.audio.speaker_embedding sequence: float32 - name: enA.audio.speaker_embedding.full sequence: sequence: float32 splits: - name: train num_bytes: 13502104593 num_examples: 1915 download_size: 13548188642 dataset_size: 13502104593 configs: - config_name: subset_1 data_files: - split: train path: subset_1/train-* - config_name: subset_10 data_files: - split: train path: subset_10/train-* - config_name: subset_100 data_files: - split: train path: subset_100/train-* - config_name: subset_101 data_files: - 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split: train path: subset_70/train-* - config_name: subset_71 data_files: - split: train path: subset_71/train-* - config_name: subset_72 data_files: - split: train path: subset_72/train-* - config_name: subset_73 data_files: - split: train path: subset_73/train-* - config_name: subset_74 data_files: - split: train path: subset_74/train-* - config_name: subset_75 data_files: - split: train path: subset_75/train-* - config_name: subset_76 data_files: - split: train path: subset_76/train-* - config_name: subset_77 data_files: - split: train path: subset_77/train-* - config_name: subset_78 data_files: - split: train path: subset_78/train-* - config_name: subset_79 data_files: - split: train path: subset_79/train-* - config_name: subset_8 data_files: - split: train path: subset_8/train-* - config_name: subset_80 data_files: - split: train path: subset_80/train-* - config_name: subset_81 data_files: - split: train path: subset_81/train-* - config_name: subset_82 data_files: - split: train path: subset_82/train-* - config_name: subset_83 data_files: - split: train path: subset_83/train-* - config_name: subset_84 data_files: - split: train path: subset_84/train-* - config_name: subset_85 data_files: - split: train path: subset_85/train-* - config_name: subset_86 data_files: - split: train path: subset_86/train-* - config_name: subset_87 data_files: - split: train path: subset_87/train-* - config_name: subset_88 data_files: - split: train path: subset_88/train-* - config_name: subset_89 data_files: - split: train path: subset_89/train-* - config_name: subset_9 data_files: - split: train path: subset_9/train-* - config_name: subset_90 data_files: - split: train path: subset_90/train-* - config_name: subset_91 data_files: - split: train path: subset_91/train-* - config_name: subset_92 data_files: - split: train path: subset_92/train-* - config_name: subset_93 data_files: - split: train path: subset_93/train-* - config_name: subset_94 data_files: - split: train path: subset_94/train-* - config_name: subset_95 data_files: - split: train path: subset_95/train-* - config_name: subset_96 data_files: - split: train path: subset_96/train-* - config_name: subset_97 data_files: - split: train path: subset_97/train-* - config_name: subset_98 data_files: - split: train path: subset_98/train-* - config_name: subset_99 data_files: - split: train path: subset_99/train-* ---
hails/bigbench
hails
"2023-11-17T16:05:10Z"
13,185
4
[ "size_categories:1M<n<10M", "format:parquet", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2023-10-03T19:55:51Z"
--- dataset_info: - config_name: abstract_narrative_understanding_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 6560069 num_examples: 3000 - name: train num_bytes: 5249819 num_examples: 2400 - name: validation num_bytes: 1310250 num_examples: 600 download_size: 0 dataset_size: 13120138 - config_name: anachronisms_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 48826 num_examples: 230 - name: train num_bytes: 39116 num_examples: 184 - name: validation num_bytes: 9710 num_examples: 46 download_size: 0 dataset_size: 97652 - config_name: analogical_similarity_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1373815 num_examples: 323 - name: train num_bytes: 1101512 num_examples: 259 - name: validation num_bytes: 272303 num_examples: 64 download_size: 0 dataset_size: 2747630 - config_name: analytic_entailment_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 17316 num_examples: 70 - name: train num_bytes: 13368 num_examples: 54 - name: validation num_bytes: 3948 num_examples: 16 download_size: 0 dataset_size: 34632 - config_name: arithmetic_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 3833272 num_examples: 15023 - name: train num_bytes: 3066775 num_examples: 12019 - name: validation num_bytes: 766497 num_examples: 3004 download_size: 0 dataset_size: 7666544 - config_name: ascii_word_recognition_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 4984662 num_examples: 5000 - name: train num_bytes: 3997273 num_examples: 4000 - name: validation num_bytes: 987389 num_examples: 1000 download_size: 0 dataset_size: 9969324 - config_name: authorship_verification_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 14118592 num_examples: 880 - name: train num_bytes: 11288481 num_examples: 704 - name: validation num_bytes: 2830111 num_examples: 176 download_size: 0 dataset_size: 28237184 - config_name: auto_categorization_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 40549 num_examples: 328 - name: train num_bytes: 32992 num_examples: 263 - name: validation num_bytes: 7557 num_examples: 65 download_size: 0 dataset_size: 81098 - config_name: auto_debugging_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 5112 num_examples: 34 - name: train num_bytes: 2651 num_examples: 18 - name: validation num_bytes: 2461 num_examples: 16 download_size: 0 dataset_size: 10224 - config_name: bbq_lite_json_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 6890493 num_examples: 16076 - name: train num_bytes: 5508584 num_examples: 12866 - name: validation num_bytes: 1381909 num_examples: 3210 download_size: 0 dataset_size: 13780986 - config_name: bridging_anaphora_resolution_barqa_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1971015 num_examples: 648 - name: train num_bytes: 1537264 num_examples: 519 - name: validation num_bytes: 433751 num_examples: 129 download_size: 0 dataset_size: 3942030 - config_name: causal_judgment_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 204878 num_examples: 190 - name: train num_bytes: 164940 num_examples: 152 - name: validation num_bytes: 39938 num_examples: 38 download_size: 0 dataset_size: 409756 - config_name: cause_and_effect_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 49314 num_examples: 153 - name: train num_bytes: 39620 num_examples: 123 - name: validation num_bytes: 9694 num_examples: 30 download_size: 0 dataset_size: 98628 - config_name: checkmate_in_one_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 3123256 num_examples: 3498 - name: train num_bytes: 2502314 num_examples: 2799 - name: validation num_bytes: 620942 num_examples: 699 download_size: 0 dataset_size: 6246512 - config_name: chess_state_tracking_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 3269932 num_examples: 6000 - name: train num_bytes: 2616294 num_examples: 4800 - name: validation num_bytes: 653638 num_examples: 1200 download_size: 0 dataset_size: 6539864 - config_name: chinese_remainder_theorem_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 153222 num_examples: 500 - name: train num_bytes: 122601 num_examples: 400 - name: validation num_bytes: 30621 num_examples: 100 download_size: 0 dataset_size: 306444 - config_name: cifar10_classification_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 111022200 num_examples: 20000 - name: train num_bytes: 88782724 num_examples: 16000 - name: validation num_bytes: 22239476 num_examples: 4000 download_size: 0 dataset_size: 222044400 - config_name: code_line_description_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 33670 num_examples: 60 - name: train num_bytes: 25530 num_examples: 44 - name: validation num_bytes: 8140 num_examples: 16 download_size: 0 dataset_size: 67340 - config_name: codenames_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 25195 num_examples: 85 - name: train num_bytes: 19964 num_examples: 68 - name: validation num_bytes: 5231 num_examples: 17 download_size: 0 dataset_size: 50390 - config_name: color_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1633263 num_examples: 4000 - name: train num_bytes: 1306663 num_examples: 3200 - name: validation num_bytes: 326600 num_examples: 800 download_size: 0 dataset_size: 3266526 - config_name: common_morpheme_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 12388 num_examples: 50 - name: train num_bytes: 8444 num_examples: 34 - name: validation num_bytes: 3944 num_examples: 16 download_size: 0 dataset_size: 24776 - config_name: conceptual_combinations_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 58859 num_examples: 103 - name: train num_bytes: 48010 num_examples: 84 - name: validation num_bytes: 10849 num_examples: 19 download_size: 0 dataset_size: 117718 - config_name: conlang_translation_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 215190 num_examples: 164 - name: train num_bytes: 173024 num_examples: 132 - name: validation num_bytes: 42166 num_examples: 32 download_size: 0 dataset_size: 430380 - config_name: contextual_parametric_knowledge_conflicts_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 14587554 num_examples: 17528 - name: train num_bytes: 11666236 num_examples: 14023 - name: validation num_bytes: 2921318 num_examples: 3505 download_size: 0 dataset_size: 29175108 - config_name: crash_blossom_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 12194 num_examples: 38 - name: train num_bytes: 6999 num_examples: 22 - name: validation num_bytes: 5195 num_examples: 16 download_size: 0 dataset_size: 24388 - config_name: crass_ai_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 22870 num_examples: 44 - name: train num_bytes: 14130 num_examples: 28 - name: validation num_bytes: 8740 num_examples: 16 download_size: 0 dataset_size: 45740 - config_name: cryobiology_spanish_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 38674 num_examples: 146 - name: train num_bytes: 31129 num_examples: 117 - name: validation num_bytes: 7545 num_examples: 29 download_size: 0 dataset_size: 77348 - config_name: cryptonite_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 2844402 num_examples: 26157 - name: train num_bytes: 2275724 num_examples: 20926 - name: validation num_bytes: 568678 num_examples: 5231 download_size: 0 dataset_size: 5688804 - config_name: cs_algorithms_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 272435 num_examples: 1320 - name: train num_bytes: 218192 num_examples: 1056 - name: validation num_bytes: 54243 num_examples: 264 download_size: 0 dataset_size: 544870 - config_name: dark_humor_detection_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 26556 num_examples: 80 - name: train num_bytes: 21267 num_examples: 64 - name: validation num_bytes: 5289 num_examples: 16 download_size: 0 dataset_size: 53112 - config_name: date_understanding_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 94908 num_examples: 369 - name: train num_bytes: 76165 num_examples: 296 - name: validation num_bytes: 18743 num_examples: 73 download_size: 0 dataset_size: 189816 - config_name: disambiguation_qa_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 122471 num_examples: 258 - name: train num_bytes: 98687 num_examples: 207 - name: validation num_bytes: 23784 num_examples: 51 download_size: 0 dataset_size: 244942 - config_name: discourse_marker_prediction_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 2090684 num_examples: 857 - name: train num_bytes: 1666052 num_examples: 686 - name: validation num_bytes: 424632 num_examples: 171 download_size: 0 dataset_size: 4181368 - config_name: disfl_qa_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 7964775 num_examples: 8000 - name: train num_bytes: 6376511 num_examples: 6400 - name: validation num_bytes: 1588264 num_examples: 1600 download_size: 0 dataset_size: 15929550 - config_name: dyck_languages_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1227916 num_examples: 1000 - name: train num_bytes: 982680 num_examples: 800 - name: validation num_bytes: 245236 num_examples: 200 download_size: 0 dataset_size: 2455832 - config_name: elementary_math_qa_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 13442550 num_examples: 38160 - name: train num_bytes: 10766969 num_examples: 30531 - name: validation num_bytes: 2675581 num_examples: 7629 download_size: 0 dataset_size: 26885100 - config_name: emoji_movie_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 33667 num_examples: 100 - name: train num_bytes: 26987 num_examples: 80 - name: validation num_bytes: 6680 num_examples: 20 download_size: 0 dataset_size: 67334 - config_name: emojis_emotion_prediction_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 47983 num_examples: 131 - name: train num_bytes: 38458 num_examples: 105 - name: validation num_bytes: 9525 num_examples: 26 download_size: 0 dataset_size: 95966 - config_name: empirical_judgments_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 47499 num_examples: 99 - name: train num_bytes: 38346 num_examples: 80 - name: validation num_bytes: 9153 num_examples: 19 download_size: 0 dataset_size: 94998 - config_name: english_proverbs_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 22530 num_examples: 34 - name: train num_bytes: 12066 num_examples: 18 - name: validation num_bytes: 10464 num_examples: 16 download_size: 0 dataset_size: 45060 - config_name: english_russian_proverbs_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 59900 num_examples: 80 - name: train num_bytes: 48051 num_examples: 64 - name: validation num_bytes: 11849 num_examples: 16 download_size: 0 dataset_size: 119800 - config_name: entailed_polarity_hindi_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 57052 num_examples: 138 - name: train num_bytes: 45829 num_examples: 111 - name: validation num_bytes: 11223 num_examples: 27 download_size: 0 dataset_size: 114104 - config_name: entailed_polarity_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 25421 num_examples: 148 - name: train num_bytes: 20350 num_examples: 119 - name: validation num_bytes: 5071 num_examples: 29 download_size: 0 dataset_size: 50842 - config_name: epistemic_reasoning_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 887158 num_examples: 2000 - name: train num_bytes: 710107 num_examples: 1600 - name: validation num_bytes: 177051 num_examples: 400 download_size: 0 dataset_size: 1774316 - config_name: evaluating_information_essentiality_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 77488 num_examples: 68 - name: train num_bytes: 59596 num_examples: 52 - name: validation num_bytes: 17892 num_examples: 16 download_size: 0 dataset_size: 154976 - config_name: fact_checker_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1337384 num_examples: 7154 - name: train num_bytes: 1070750 num_examples: 5724 - name: validation num_bytes: 266634 num_examples: 1430 download_size: 0 dataset_size: 2674768 - config_name: fantasy_reasoning_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 75886 num_examples: 201 - name: train num_bytes: 61398 num_examples: 161 - name: validation num_bytes: 14488 num_examples: 40 download_size: 0 dataset_size: 151772 - config_name: few_shot_nlg_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 75937 num_examples: 153 - name: train num_bytes: 61862 num_examples: 123 - name: validation num_bytes: 14075 num_examples: 30 download_size: 0 dataset_size: 151874 - config_name: figure_of_speech_detection_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 21717 num_examples: 59 - name: train num_bytes: 15962 num_examples: 43 - name: validation num_bytes: 5755 num_examples: 16 download_size: 0 dataset_size: 43434 - config_name: formal_fallacies_syllogisms_negation_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 8314653 num_examples: 14200 - name: train num_bytes: 6652955 num_examples: 11360 - name: validation num_bytes: 1661698 num_examples: 2840 download_size: 0 dataset_size: 16629306 - config_name: gem_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 36065281 num_examples: 14802 - name: train num_bytes: 28819497 num_examples: 11845 - name: validation num_bytes: 7245784 num_examples: 2957 download_size: 0 dataset_size: 72130562 - config_name: gender_inclusive_sentences_german_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 126881 num_examples: 200 - name: train num_bytes: 100628 num_examples: 160 - name: validation num_bytes: 26253 num_examples: 40 download_size: 0 dataset_size: 253762 - config_name: general_knowledge_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 21828 num_examples: 70 - name: train num_bytes: 16818 num_examples: 54 - name: validation num_bytes: 5010 num_examples: 16 download_size: 0 dataset_size: 43656 - config_name: geometric_shapes_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - 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name: validation num_bytes: 49815 num_examples: 16 download_size: 0 dataset_size: 188546 - config_name: hhh_alignment_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 272898 num_examples: 221 - name: train num_bytes: 212488 num_examples: 179 - name: validation num_bytes: 60410 num_examples: 42 download_size: 0 dataset_size: 545796 - config_name: hindi_question_answering_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 15154954 num_examples: 6610 - name: train num_bytes: 11983837 num_examples: 5288 - name: validation num_bytes: 3171117 num_examples: 1322 download_size: 0 dataset_size: 30309908 - config_name: hindu_knowledge_zero_shot features: - 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config_name: physics_questions_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 18372 num_examples: 54 - name: train num_bytes: 13402 num_examples: 38 - name: validation num_bytes: 4970 num_examples: 16 download_size: 35187 dataset_size: 36744 - config_name: physics_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 120239 num_examples: 229 - name: train num_bytes: 96122 num_examples: 184 - name: validation num_bytes: 24117 num_examples: 45 download_size: 69885 dataset_size: 240478 - config_name: play_dialog_same_or_different_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 3142468 num_examples: 3264 - name: train num_bytes: 2516052 num_examples: 2612 - name: validation num_bytes: 626416 num_examples: 652 download_size: 1710264 dataset_size: 6284936 - config_name: polish_sequence_labeling_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 18081112 num_examples: 12812 - name: train num_bytes: 14470720 num_examples: 10250 - name: validation num_bytes: 3610392 num_examples: 2562 download_size: 5242934 dataset_size: 36162224 - config_name: presuppositions_as_nli_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 502522 num_examples: 735 - name: train num_bytes: 400761 num_examples: 588 - name: validation num_bytes: 101761 num_examples: 147 download_size: 240065 dataset_size: 1005044 - config_name: qa_wikidata_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1419042 num_examples: 20321 - name: train num_bytes: 1134918 num_examples: 16257 - name: validation num_bytes: 284124 num_examples: 4064 download_size: 1181835 dataset_size: 2838084 - config_name: question_selection_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 2487181 num_examples: 1582 - name: train num_bytes: 1990094 num_examples: 1266 - name: validation num_bytes: 497087 num_examples: 316 download_size: 1804283 dataset_size: 4974362 - config_name: real_or_fake_text_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 53663318 num_examples: 15088 - name: train num_bytes: 42879846 num_examples: 12072 - name: validation num_bytes: 10783472 num_examples: 3016 download_size: 47399045 dataset_size: 107326636 - config_name: reasoning_about_colored_objects_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 907474 num_examples: 2000 - name: train num_bytes: 729609 num_examples: 1600 - name: validation num_bytes: 177865 num_examples: 400 download_size: 273263 dataset_size: 1814948 - config_name: repeat_copy_logic_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 6678 num_examples: 32 - name: train num_bytes: 3327 num_examples: 16 - name: validation num_bytes: 3351 num_examples: 16 download_size: 18315 dataset_size: 13356 - config_name: rephrase_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 34222 num_examples: 78 - name: train num_bytes: 27360 num_examples: 62 - name: validation num_bytes: 6862 num_examples: 16 download_size: 41102 dataset_size: 68444 - config_name: riddle_sense_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 15507 num_examples: 49 - name: train num_bytes: 10741 num_examples: 33 - name: validation num_bytes: 4766 num_examples: 16 download_size: 32496 dataset_size: 31014 - config_name: ruin_names_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 144087 num_examples: 448 - name: train num_bytes: 115171 num_examples: 359 - name: validation num_bytes: 28916 num_examples: 89 download_size: 118193 dataset_size: 288174 - config_name: salient_translation_error_detection_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1141626 num_examples: 998 - name: train num_bytes: 912819 num_examples: 799 - name: validation num_bytes: 228807 num_examples: 199 download_size: 413634 dataset_size: 2283252 - config_name: scientific_press_release_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 13690 num_examples: 50 - name: train num_bytes: 9254 num_examples: 34 - name: validation num_bytes: 4436 num_examples: 16 download_size: 27293 dataset_size: 27380 - config_name: semantic_parsing_in_context_sparc_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1524852 num_examples: 1155 - name: train num_bytes: 1248391 num_examples: 924 - name: validation num_bytes: 276461 num_examples: 231 download_size: 440326 dataset_size: 3049704 - config_name: semantic_parsing_spider_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1265744 num_examples: 1034 - name: train num_bytes: 973864 num_examples: 828 - name: validation num_bytes: 291880 num_examples: 206 download_size: 358276 dataset_size: 2531488 - config_name: sentence_ambiguity_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 8168 num_examples: 60 - name: train num_bytes: 5976 num_examples: 44 - name: validation num_bytes: 2192 num_examples: 16 download_size: 18275 dataset_size: 16336 - config_name: similarities_abstraction_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 23416 num_examples: 76 - name: train num_bytes: 18545 num_examples: 60 - name: validation num_bytes: 4871 num_examples: 16 download_size: 31521 dataset_size: 46832 - config_name: simp_turing_concept_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1017646 num_examples: 6390 - name: train num_bytes: 813220 num_examples: 5112 - name: validation num_bytes: 204426 num_examples: 1278 download_size: 402574 dataset_size: 2035292 - config_name: simple_arithmetic_json_multiple_choice_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 924 num_examples: 8 - name: train num_bytes: 0 num_examples: 0 - name: validation num_bytes: 0 num_examples: 0 download_size: 7777 dataset_size: 924 - config_name: simple_arithmetic_json_subtasks_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1145 num_examples: 30 - name: train num_bytes: 571 num_examples: 15 - name: validation num_bytes: 574 num_examples: 15 download_size: 10460 dataset_size: 2290 - config_name: simple_arithmetic_json_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1145 num_examples: 30 - name: train num_bytes: 540 num_examples: 14 - name: validation num_bytes: 605 num_examples: 16 download_size: 10645 dataset_size: 2290 - config_name: simple_arithmetic_multiple_targets_json_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 414 num_examples: 10 - name: train num_bytes: 0 num_examples: 0 - name: validation num_bytes: 0 num_examples: 0 download_size: 7352 dataset_size: 414 - config_name: simple_ethical_questions_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 76518 num_examples: 115 - name: train num_bytes: 60275 num_examples: 92 - name: validation num_bytes: 16243 num_examples: 23 download_size: 81285 dataset_size: 153036 - config_name: simple_text_editing_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 27865 num_examples: 47 - name: train num_bytes: 18469 num_examples: 31 - name: validation num_bytes: 9396 num_examples: 16 download_size: 27100 dataset_size: 55730 - config_name: snarks_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 45717 num_examples: 181 - name: train num_bytes: 36989 num_examples: 145 - name: validation num_bytes: 8728 num_examples: 36 download_size: 45434 dataset_size: 91434 - config_name: social_iqa_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 643162 num_examples: 1935 - name: train num_bytes: 515686 num_examples: 1548 - name: validation num_bytes: 127476 num_examples: 387 download_size: 684043 dataset_size: 1286324 - config_name: social_support_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 366705 num_examples: 897 - name: train num_bytes: 294793 num_examples: 718 - name: validation num_bytes: 71912 num_examples: 179 download_size: 288867 dataset_size: 733410 - config_name: sports_understanding_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 226654 num_examples: 986 - name: train num_bytes: 181328 num_examples: 789 - name: validation num_bytes: 45326 num_examples: 197 download_size: 82415 dataset_size: 453308 - config_name: strange_stories_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 120500 num_examples: 174 - name: train num_bytes: 98055 num_examples: 140 - name: validation num_bytes: 22445 num_examples: 34 download_size: 106428 dataset_size: 241000 - config_name: strategyqa_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 659967 num_examples: 2289 - name: train num_bytes: 527670 num_examples: 1832 - name: validation num_bytes: 132297 num_examples: 457 download_size: 814405 dataset_size: 1319934 - config_name: sufficient_information_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 9425 num_examples: 39 - name: train num_bytes: 5594 num_examples: 23 - name: validation num_bytes: 3831 num_examples: 16 download_size: 17766 dataset_size: 18850 - config_name: suicide_risk_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 37952 num_examples: 40 - name: train num_bytes: 23067 num_examples: 24 - name: validation num_bytes: 14885 num_examples: 16 download_size: 60518 dataset_size: 75904 - config_name: swahili_english_proverbs_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 90246 num_examples: 153 - name: train num_bytes: 72467 num_examples: 123 - name: validation num_bytes: 17779 num_examples: 30 download_size: 95186 dataset_size: 180492 - config_name: swedish_to_german_proverbs_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 35204 num_examples: 72 - name: train num_bytes: 27266 num_examples: 56 - name: validation num_bytes: 7938 num_examples: 16 download_size: 55102 dataset_size: 70408 - config_name: symbol_interpretation_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1148958 num_examples: 990 - name: train num_bytes: 927326 num_examples: 795 - name: validation num_bytes: 221632 num_examples: 195 download_size: 320412 dataset_size: 2297916 - config_name: temporal_sequences_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 687086 num_examples: 1000 - name: train num_bytes: 549808 num_examples: 800 - name: validation num_bytes: 137278 num_examples: 200 download_size: 295316 dataset_size: 1374172 - config_name: tense_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 43882 num_examples: 286 - name: train num_bytes: 35466 num_examples: 229 - name: validation num_bytes: 8416 num_examples: 57 download_size: 51466 dataset_size: 87764 - config_name: timedial_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 2763178 num_examples: 2550 - name: train num_bytes: 2217190 num_examples: 2040 - name: validation num_bytes: 545988 num_examples: 510 download_size: 2444115 dataset_size: 5526356 - config_name: topical_chat_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 30927758 num_examples: 22295 - name: train num_bytes: 24827254 num_examples: 17836 - name: validation num_bytes: 6100504 num_examples: 4459 download_size: 23505731 dataset_size: 61855516 - config_name: tracking_shuffled_objects_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 2775972 num_examples: 3750 - name: train num_bytes: 2224037 num_examples: 3000 - name: validation num_bytes: 551935 num_examples: 750 download_size: 738413 dataset_size: 5551944 - config_name: understanding_fables_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 227748 num_examples: 189 - name: train num_bytes: 181000 num_examples: 152 - name: validation num_bytes: 46748 num_examples: 37 download_size: 237036 dataset_size: 455496 - config_name: undo_permutation_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 196118 num_examples: 300 - name: train num_bytes: 158562 num_examples: 240 - name: validation num_bytes: 37556 num_examples: 60 download_size: 137204 dataset_size: 392236 - config_name: unit_conversion_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 4028628 num_examples: 23936 - name: train num_bytes: 3230357 num_examples: 19151 - name: validation num_bytes: 798271 num_examples: 4785 download_size: 3208622 dataset_size: 8057256 - config_name: unit_interpretation_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 37363 num_examples: 100 - name: train num_bytes: 29939 num_examples: 80 - name: validation num_bytes: 7424 num_examples: 20 download_size: 34926 dataset_size: 74726 - config_name: unnatural_in_context_learning_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 4599760 num_examples: 73420 - name: train num_bytes: 3679822 num_examples: 58736 - name: validation num_bytes: 919938 num_examples: 14684 download_size: 3840657 dataset_size: 9199520 - config_name: vitaminc_fact_verification_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 32361818 num_examples: 54668 - name: train num_bytes: 25889850 num_examples: 43735 - name: validation num_bytes: 6471968 num_examples: 10933 download_size: 14264790 dataset_size: 64723636 - config_name: what_is_the_tao_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 13268 num_examples: 36 - name: train num_bytes: 7435 num_examples: 20 - name: validation num_bytes: 5833 num_examples: 16 download_size: 27585 dataset_size: 26536 - config_name: which_wiki_edit_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 6331683 num_examples: 571 - name: train num_bytes: 5233870 num_examples: 457 - name: validation num_bytes: 1097813 num_examples: 114 download_size: 3914574 dataset_size: 12663366 - config_name: winowhy_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 1002434 num_examples: 2862 - name: train num_bytes: 800520 num_examples: 2290 - name: validation num_bytes: 201914 num_examples: 572 download_size: 449218 dataset_size: 2004868 - config_name: word_sorting_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 491054 num_examples: 1900 - name: train num_bytes: 392738 num_examples: 1520 - name: validation num_bytes: 98316 num_examples: 380 download_size: 641536 dataset_size: 982108 - config_name: word_unscrambling_zero_shot features: - name: idx dtype: int32 - name: inputs dtype: string - name: targets sequence: string - name: multiple_choice_targets sequence: string - name: multiple_choice_scores sequence: int32 splits: - name: default num_bytes: 882364 num_examples: 8917 - name: train num_bytes: 705755 num_examples: 7134 - name: validation num_bytes: 176609 num_examples: 1783 download_size: 563799 dataset_size: 1764728 configs: - config_name: abstract_narrative_understanding_zero_shot data_files: - split: default path: abstract_narrative_understanding_zero_shot/default-* - split: train path: abstract_narrative_understanding_zero_shot/train-* - split: validation path: abstract_narrative_understanding_zero_shot/validation-* - config_name: anachronisms_zero_shot data_files: - split: default path: anachronisms_zero_shot/default-* - split: train path: anachronisms_zero_shot/train-* - split: validation path: anachronisms_zero_shot/validation-* - config_name: analogical_similarity_zero_shot data_files: - split: default path: analogical_similarity_zero_shot/default-* - split: train path: analogical_similarity_zero_shot/train-* - split: validation path: analogical_similarity_zero_shot/validation-* - config_name: analytic_entailment_zero_shot data_files: - split: default path: analytic_entailment_zero_shot/default-* - split: train path: analytic_entailment_zero_shot/train-* - split: validation path: analytic_entailment_zero_shot/validation-* - config_name: arithmetic_zero_shot data_files: - split: default path: arithmetic_zero_shot/default-* - split: train path: arithmetic_zero_shot/train-* - split: validation path: arithmetic_zero_shot/validation-* - config_name: ascii_word_recognition_zero_shot data_files: - split: default path: ascii_word_recognition_zero_shot/default-* - split: train path: ascii_word_recognition_zero_shot/train-* - split: validation path: ascii_word_recognition_zero_shot/validation-* - config_name: authorship_verification_zero_shot data_files: - split: default path: authorship_verification_zero_shot/default-* - split: train path: authorship_verification_zero_shot/train-* - split: validation path: authorship_verification_zero_shot/validation-* - config_name: auto_categorization_zero_shot data_files: - split: default path: auto_categorization_zero_shot/default-* - split: train path: auto_categorization_zero_shot/train-* - split: validation path: auto_categorization_zero_shot/validation-* - config_name: auto_debugging_zero_shot data_files: - split: default path: auto_debugging_zero_shot/default-* - split: train path: auto_debugging_zero_shot/train-* - split: validation path: auto_debugging_zero_shot/validation-* - config_name: bbq_lite_json_zero_shot data_files: - split: default path: bbq_lite_json_zero_shot/default-* - split: train path: bbq_lite_json_zero_shot/train-* - split: validation path: bbq_lite_json_zero_shot/validation-* - config_name: bridging_anaphora_resolution_barqa_zero_shot data_files: - split: default path: bridging_anaphora_resolution_barqa_zero_shot/default-* - split: train path: bridging_anaphora_resolution_barqa_zero_shot/train-* - split: validation path: bridging_anaphora_resolution_barqa_zero_shot/validation-* - config_name: causal_judgment_zero_shot data_files: - split: default path: causal_judgment_zero_shot/default-* - split: train path: causal_judgment_zero_shot/train-* - split: validation path: causal_judgment_zero_shot/validation-* - config_name: cause_and_effect_zero_shot data_files: - split: default path: cause_and_effect_zero_shot/default-* - split: train path: cause_and_effect_zero_shot/train-* - split: validation path: cause_and_effect_zero_shot/validation-* - config_name: checkmate_in_one_zero_shot data_files: - split: default path: checkmate_in_one_zero_shot/default-* - split: train path: checkmate_in_one_zero_shot/train-* - split: validation path: checkmate_in_one_zero_shot/validation-* - config_name: chess_state_tracking_zero_shot data_files: - split: default path: chess_state_tracking_zero_shot/default-* - split: train path: chess_state_tracking_zero_shot/train-* - split: validation path: chess_state_tracking_zero_shot/validation-* - config_name: chinese_remainder_theorem_zero_shot data_files: - split: default path: chinese_remainder_theorem_zero_shot/default-* - split: train path: chinese_remainder_theorem_zero_shot/train-* - split: validation path: chinese_remainder_theorem_zero_shot/validation-* - config_name: cifar10_classification_zero_shot data_files: - split: default path: cifar10_classification_zero_shot/default-* - split: train path: cifar10_classification_zero_shot/train-* - split: validation path: cifar10_classification_zero_shot/validation-* - config_name: code_line_description_zero_shot data_files: - split: default path: code_line_description_zero_shot/default-* - split: train path: code_line_description_zero_shot/train-* - split: validation path: code_line_description_zero_shot/validation-* - config_name: codenames_zero_shot data_files: - split: default path: codenames_zero_shot/default-* - split: train path: codenames_zero_shot/train-* - split: validation path: codenames_zero_shot/validation-* - config_name: color_zero_shot data_files: - split: default path: color_zero_shot/default-* - split: train path: color_zero_shot/train-* - split: validation path: color_zero_shot/validation-* - config_name: common_morpheme_zero_shot data_files: - split: default path: common_morpheme_zero_shot/default-* - split: train path: common_morpheme_zero_shot/train-* - split: validation path: common_morpheme_zero_shot/validation-* - config_name: conceptual_combinations_zero_shot data_files: - split: default path: conceptual_combinations_zero_shot/default-* - split: train path: conceptual_combinations_zero_shot/train-* - split: validation path: conceptual_combinations_zero_shot/validation-* - config_name: conlang_translation_zero_shot data_files: - split: default path: conlang_translation_zero_shot/default-* - split: train path: conlang_translation_zero_shot/train-* - split: validation path: conlang_translation_zero_shot/validation-* - config_name: contextual_parametric_knowledge_conflicts_zero_shot data_files: - split: default path: contextual_parametric_knowledge_conflicts_zero_shot/default-* - split: train path: contextual_parametric_knowledge_conflicts_zero_shot/train-* - split: validation path: contextual_parametric_knowledge_conflicts_zero_shot/validation-* - config_name: crash_blossom_zero_shot data_files: - split: default path: crash_blossom_zero_shot/default-* - split: train path: crash_blossom_zero_shot/train-* - split: validation path: crash_blossom_zero_shot/validation-* - config_name: crass_ai_zero_shot data_files: - split: default path: crass_ai_zero_shot/default-* - split: train path: crass_ai_zero_shot/train-* - split: validation path: crass_ai_zero_shot/validation-* - config_name: cryobiology_spanish_zero_shot data_files: - split: default path: cryobiology_spanish_zero_shot/default-* - split: train path: cryobiology_spanish_zero_shot/train-* - split: validation path: cryobiology_spanish_zero_shot/validation-* - config_name: cryptonite_zero_shot data_files: - split: default path: cryptonite_zero_shot/default-* - split: train path: cryptonite_zero_shot/train-* - split: validation path: cryptonite_zero_shot/validation-* - config_name: cs_algorithms_zero_shot data_files: - split: default path: cs_algorithms_zero_shot/default-* - split: train path: cs_algorithms_zero_shot/train-* - split: validation path: cs_algorithms_zero_shot/validation-* - config_name: dark_humor_detection_zero_shot data_files: - split: default path: dark_humor_detection_zero_shot/default-* - split: train path: dark_humor_detection_zero_shot/train-* - split: validation path: dark_humor_detection_zero_shot/validation-* - config_name: date_understanding_zero_shot data_files: - split: default path: date_understanding_zero_shot/default-* - split: train path: date_understanding_zero_shot/train-* - split: validation path: date_understanding_zero_shot/validation-* - config_name: disambiguation_qa_zero_shot data_files: - split: default path: disambiguation_qa_zero_shot/default-* - split: train path: disambiguation_qa_zero_shot/train-* - split: validation path: disambiguation_qa_zero_shot/validation-* - config_name: discourse_marker_prediction_zero_shot data_files: - split: default path: discourse_marker_prediction_zero_shot/default-* - split: train path: discourse_marker_prediction_zero_shot/train-* - split: validation path: discourse_marker_prediction_zero_shot/validation-* - config_name: disfl_qa_zero_shot data_files: - split: default path: disfl_qa_zero_shot/default-* - split: train path: disfl_qa_zero_shot/train-* - split: validation path: disfl_qa_zero_shot/validation-* - config_name: dyck_languages_zero_shot data_files: - split: default path: dyck_languages_zero_shot/default-* - split: train path: dyck_languages_zero_shot/train-* - split: validation path: dyck_languages_zero_shot/validation-* - config_name: elementary_math_qa_zero_shot data_files: - split: default path: elementary_math_qa_zero_shot/default-* - split: train path: elementary_math_qa_zero_shot/train-* - split: validation path: elementary_math_qa_zero_shot/validation-* - config_name: emoji_movie_zero_shot data_files: - split: default path: emoji_movie_zero_shot/default-* - split: train path: emoji_movie_zero_shot/train-* - split: validation path: emoji_movie_zero_shot/validation-* - config_name: emojis_emotion_prediction_zero_shot data_files: - split: default path: emojis_emotion_prediction_zero_shot/default-* - split: train path: emojis_emotion_prediction_zero_shot/train-* - split: validation path: emojis_emotion_prediction_zero_shot/validation-* - config_name: empirical_judgments_zero_shot data_files: - split: default path: empirical_judgments_zero_shot/default-* - split: train path: empirical_judgments_zero_shot/train-* - split: validation path: empirical_judgments_zero_shot/validation-* - config_name: english_proverbs_zero_shot data_files: - split: default path: english_proverbs_zero_shot/default-* - split: train path: english_proverbs_zero_shot/train-* - split: validation path: english_proverbs_zero_shot/validation-* - config_name: english_russian_proverbs_zero_shot data_files: - split: default path: english_russian_proverbs_zero_shot/default-* - split: train path: english_russian_proverbs_zero_shot/train-* - split: validation path: english_russian_proverbs_zero_shot/validation-* - config_name: entailed_polarity_hindi_zero_shot data_files: - split: default path: entailed_polarity_hindi_zero_shot/default-* - split: train path: entailed_polarity_hindi_zero_shot/train-* - split: validation path: entailed_polarity_hindi_zero_shot/validation-* - config_name: entailed_polarity_zero_shot data_files: - split: default path: entailed_polarity_zero_shot/default-* - split: train path: entailed_polarity_zero_shot/train-* - split: validation path: entailed_polarity_zero_shot/validation-* - config_name: epistemic_reasoning_zero_shot data_files: - split: default path: epistemic_reasoning_zero_shot/default-* - split: train path: epistemic_reasoning_zero_shot/train-* - split: validation path: epistemic_reasoning_zero_shot/validation-* - config_name: evaluating_information_essentiality_zero_shot data_files: - split: default path: evaluating_information_essentiality_zero_shot/default-* - split: train path: evaluating_information_essentiality_zero_shot/train-* - split: validation path: evaluating_information_essentiality_zero_shot/validation-* - config_name: fact_checker_zero_shot data_files: - split: default path: fact_checker_zero_shot/default-* - split: train path: fact_checker_zero_shot/train-* - split: validation path: fact_checker_zero_shot/validation-* - config_name: fantasy_reasoning_zero_shot data_files: - split: default path: fantasy_reasoning_zero_shot/default-* - split: train path: fantasy_reasoning_zero_shot/train-* - split: validation path: fantasy_reasoning_zero_shot/validation-* - config_name: few_shot_nlg_zero_shot data_files: - split: default path: few_shot_nlg_zero_shot/default-* - split: train path: few_shot_nlg_zero_shot/train-* - split: validation path: few_shot_nlg_zero_shot/validation-* - config_name: figure_of_speech_detection_zero_shot data_files: - split: default path: figure_of_speech_detection_zero_shot/default-* - split: train path: figure_of_speech_detection_zero_shot/train-* - split: validation path: figure_of_speech_detection_zero_shot/validation-* - config_name: formal_fallacies_syllogisms_negation_zero_shot data_files: - split: default path: formal_fallacies_syllogisms_negation_zero_shot/default-* - split: train path: formal_fallacies_syllogisms_negation_zero_shot/train-* - split: validation path: formal_fallacies_syllogisms_negation_zero_shot/validation-* - config_name: gem_zero_shot data_files: - split: default path: gem_zero_shot/default-* - split: train path: gem_zero_shot/train-* - split: validation path: gem_zero_shot/validation-* - config_name: gender_inclusive_sentences_german_zero_shot data_files: - split: default path: gender_inclusive_sentences_german_zero_shot/default-* - split: train path: gender_inclusive_sentences_german_zero_shot/train-* - split: validation path: gender_inclusive_sentences_german_zero_shot/validation-* - config_name: general_knowledge_zero_shot data_files: - split: default path: general_knowledge_zero_shot/default-* - split: train path: general_knowledge_zero_shot/train-* - split: validation path: general_knowledge_zero_shot/validation-* - config_name: geometric_shapes_zero_shot data_files: - split: default path: geometric_shapes_zero_shot/default-* - split: train path: geometric_shapes_zero_shot/train-* - split: validation path: geometric_shapes_zero_shot/validation-* - config_name: goal_step_wikihow_zero_shot data_files: - split: default path: goal_step_wikihow_zero_shot/default-* - split: train path: goal_step_wikihow_zero_shot/train-* - split: validation path: goal_step_wikihow_zero_shot/validation-* - config_name: gre_reading_comprehension_zero_shot data_files: - split: default path: gre_reading_comprehension_zero_shot/default-* - split: train path: gre_reading_comprehension_zero_shot/train-* - split: validation path: gre_reading_comprehension_zero_shot/validation-* - config_name: hhh_alignment_zero_shot data_files: - split: default path: hhh_alignment_zero_shot/default-* - split: train path: hhh_alignment_zero_shot/train-* - split: validation path: hhh_alignment_zero_shot/validation-* - config_name: hindi_question_answering_zero_shot data_files: - split: default path: hindi_question_answering_zero_shot/default-* - split: train path: hindi_question_answering_zero_shot/train-* - split: validation path: hindi_question_answering_zero_shot/validation-* - config_name: hindu_knowledge_zero_shot data_files: - split: default path: hindu_knowledge_zero_shot/default-* - split: train path: hindu_knowledge_zero_shot/train-* - split: validation path: hindu_knowledge_zero_shot/validation-* - config_name: hinglish_toxicity_zero_shot data_files: - split: default path: hinglish_toxicity_zero_shot/default-* - split: train path: hinglish_toxicity_zero_shot/train-* - split: validation path: hinglish_toxicity_zero_shot/validation-* - config_name: human_organs_senses_zero_shot data_files: - split: default path: human_organs_senses_zero_shot/default-* - split: train path: human_organs_senses_zero_shot/train-* - split: validation path: human_organs_senses_zero_shot/validation-* - config_name: hyperbaton_zero_shot data_files: - split: default path: hyperbaton_zero_shot/default-* - split: train path: hyperbaton_zero_shot/train-* - split: validation path: hyperbaton_zero_shot/validation-* - config_name: identify_math_theorems_zero_shot data_files: - split: default path: identify_math_theorems_zero_shot/default-* - split: train path: identify_math_theorems_zero_shot/train-* - split: validation path: identify_math_theorems_zero_shot/validation-* - config_name: identify_odd_metaphor_zero_shot data_files: - split: default path: identify_odd_metaphor_zero_shot/default-* - split: train path: identify_odd_metaphor_zero_shot/train-* - split: validation path: identify_odd_metaphor_zero_shot/validation-* - config_name: implicatures_zero_shot data_files: - split: default path: implicatures_zero_shot/default-* - split: train path: implicatures_zero_shot/train-* - split: validation path: implicatures_zero_shot/validation-* - config_name: implicit_relations_zero_shot data_files: - split: default path: implicit_relations_zero_shot/default-* - split: train path: implicit_relations_zero_shot/train-* - split: validation path: implicit_relations_zero_shot/validation-* - config_name: intent_recognition_zero_shot data_files: - split: default path: intent_recognition_zero_shot/default-* - split: train path: intent_recognition_zero_shot/train-* - split: validation path: intent_recognition_zero_shot/validation-* - config_name: international_phonetic_alphabet_nli_zero_shot data_files: - split: default path: international_phonetic_alphabet_nli_zero_shot/default-* - split: train path: international_phonetic_alphabet_nli_zero_shot/train-* - split: validation path: international_phonetic_alphabet_nli_zero_shot/validation-* - config_name: international_phonetic_alphabet_transliterate_zero_shot data_files: - split: default path: international_phonetic_alphabet_transliterate_zero_shot/default-* - split: train path: international_phonetic_alphabet_transliterate_zero_shot/train-* - split: validation path: international_phonetic_alphabet_transliterate_zero_shot/validation-* - config_name: intersect_geometry_zero_shot data_files: - split: default path: intersect_geometry_zero_shot/default-* - split: train path: intersect_geometry_zero_shot/train-* - split: validation path: intersect_geometry_zero_shot/validation-* - config_name: irony_identification_zero_shot data_files: - split: default path: irony_identification_zero_shot/default-* - split: train path: irony_identification_zero_shot/train-* - split: validation path: irony_identification_zero_shot/validation-* - config_name: kanji_ascii_zero_shot data_files: - split: default path: kanji_ascii_zero_shot/default-* - split: train path: kanji_ascii_zero_shot/train-* - split: validation path: kanji_ascii_zero_shot/validation-* - config_name: kannada_zero_shot data_files: - split: default path: kannada_zero_shot/default-* - split: train path: kannada_zero_shot/train-* - split: validation path: kannada_zero_shot/validation-* - config_name: key_value_maps_zero_shot data_files: - split: default path: key_value_maps_zero_shot/default-* - split: train path: key_value_maps_zero_shot/train-* - split: validation path: key_value_maps_zero_shot/validation-* - config_name: known_unknowns_zero_shot data_files: - split: default path: known_unknowns_zero_shot/default-* - split: train path: known_unknowns_zero_shot/train-* - split: validation path: known_unknowns_zero_shot/validation-* - config_name: language_games_zero_shot data_files: - split: default path: language_games_zero_shot/default-* - split: train path: language_games_zero_shot/train-* - split: validation path: language_games_zero_shot/validation-* - config_name: language_identification_zero_shot data_files: - split: default path: language_identification_zero_shot/default-* - split: train path: language_identification_zero_shot/train-* - split: validation path: language_identification_zero_shot/validation-* - config_name: linguistic_mappings_zero_shot data_files: - split: default path: linguistic_mappings_zero_shot/default-* - split: train path: linguistic_mappings_zero_shot/train-* - split: validation path: linguistic_mappings_zero_shot/validation-* - config_name: linguistics_puzzles_zero_shot data_files: - split: default path: linguistics_puzzles_zero_shot/default-* - split: train path: linguistics_puzzles_zero_shot/train-* - split: validation path: linguistics_puzzles_zero_shot/validation-* - config_name: list_functions_zero_shot data_files: - split: default path: list_functions_zero_shot/default-* - split: train path: list_functions_zero_shot/train-* - split: validation path: list_functions_zero_shot/validation-* - config_name: logic_grid_puzzle_zero_shot data_files: - split: default path: logic_grid_puzzle_zero_shot/default-* - split: train path: logic_grid_puzzle_zero_shot/train-* - split: validation path: logic_grid_puzzle_zero_shot/validation-* - config_name: logical_args_zero_shot data_files: - split: default path: logical_args_zero_shot/default-* - split: train path: logical_args_zero_shot/train-* - split: validation path: logical_args_zero_shot/validation-* - config_name: logical_deduction_zero_shot data_files: - split: default path: logical_deduction_zero_shot/default-* - split: train path: logical_deduction_zero_shot/train-* - split: validation path: logical_deduction_zero_shot/validation-* - config_name: logical_fallacy_detection_zero_shot data_files: - split: default path: logical_fallacy_detection_zero_shot/default-* - split: train path: logical_fallacy_detection_zero_shot/train-* - split: validation path: logical_fallacy_detection_zero_shot/validation-* - config_name: logical_sequence_zero_shot data_files: - split: default path: logical_sequence_zero_shot/default-* - split: train path: logical_sequence_zero_shot/train-* - split: validation path: logical_sequence_zero_shot/validation-* - config_name: mathematical_induction_zero_shot data_files: - split: default path: mathematical_induction_zero_shot/default-* - split: train path: mathematical_induction_zero_shot/train-* - split: validation path: mathematical_induction_zero_shot/validation-* - config_name: matrixshapes_zero_shot data_files: - split: default path: matrixshapes_zero_shot/default-* - split: train path: matrixshapes_zero_shot/train-* - split: validation path: matrixshapes_zero_shot/validation-* - config_name: metaphor_boolean_zero_shot data_files: - split: default path: metaphor_boolean_zero_shot/default-* - split: train path: metaphor_boolean_zero_shot/train-* - split: validation path: metaphor_boolean_zero_shot/validation-* - config_name: metaphor_understanding_zero_shot data_files: - split: default path: metaphor_understanding_zero_shot/default-* - split: train path: metaphor_understanding_zero_shot/train-* - split: validation path: metaphor_understanding_zero_shot/validation-* - config_name: minute_mysteries_qa_zero_shot data_files: - split: default path: minute_mysteries_qa_zero_shot/default-* - split: train path: minute_mysteries_qa_zero_shot/train-* - split: validation path: minute_mysteries_qa_zero_shot/validation-* - config_name: misconceptions_russian_zero_shot data_files: - split: default path: misconceptions_russian_zero_shot/default-* - split: train path: misconceptions_russian_zero_shot/train-* - split: validation path: misconceptions_russian_zero_shot/validation-* - config_name: misconceptions_zero_shot data_files: - split: default path: misconceptions_zero_shot/default-* - split: train path: misconceptions_zero_shot/train-* - split: validation path: misconceptions_zero_shot/validation-* - config_name: mnist_ascii_zero_shot data_files: - split: default path: mnist_ascii_zero_shot/default-* - split: train path: mnist_ascii_zero_shot/train-* - split: validation path: mnist_ascii_zero_shot/validation-* - config_name: modified_arithmetic_zero_shot data_files: - split: default path: modified_arithmetic_zero_shot/default-* - split: train path: modified_arithmetic_zero_shot/train-* - split: validation path: modified_arithmetic_zero_shot/validation-* - config_name: moral_permissibility_zero_shot data_files: - split: default path: moral_permissibility_zero_shot/default-* - split: train path: moral_permissibility_zero_shot/train-* - split: validation path: moral_permissibility_zero_shot/validation-* - config_name: movie_dialog_same_or_different_zero_shot data_files: - split: default path: movie_dialog_same_or_different_zero_shot/default-* - split: train path: movie_dialog_same_or_different_zero_shot/train-* - split: validation path: movie_dialog_same_or_different_zero_shot/validation-* - config_name: movie_recommendation_zero_shot data_files: - split: default path: movie_recommendation_zero_shot/default-* - split: train path: movie_recommendation_zero_shot/train-* - split: validation path: movie_recommendation_zero_shot/validation-* - config_name: mult_data_wrangling_zero_shot data_files: - split: default path: mult_data_wrangling_zero_shot/default-* - split: train path: mult_data_wrangling_zero_shot/train-* - split: validation path: mult_data_wrangling_zero_shot/validation-* - config_name: multiemo_zero_shot data_files: - split: default path: multiemo_zero_shot/default-* - split: train path: multiemo_zero_shot/train-* - split: validation path: multiemo_zero_shot/validation-* - config_name: natural_instructions_zero_shot data_files: - split: default path: natural_instructions_zero_shot/default-* - split: train path: natural_instructions_zero_shot/train-* - split: validation path: natural_instructions_zero_shot/validation-* - config_name: navigate_zero_shot data_files: - split: default path: navigate_zero_shot/default-* - split: train path: navigate_zero_shot/train-* - split: validation path: navigate_zero_shot/validation-* - config_name: nonsense_words_grammar_zero_shot data_files: - split: default path: nonsense_words_grammar_zero_shot/default-* - split: train path: nonsense_words_grammar_zero_shot/train-* - split: validation path: nonsense_words_grammar_zero_shot/validation-* - config_name: novel_concepts_zero_shot data_files: - split: default path: novel_concepts_zero_shot/default-* - split: train path: novel_concepts_zero_shot/train-* - split: validation path: novel_concepts_zero_shot/validation-* - config_name: object_counting_zero_shot data_files: - split: default path: object_counting_zero_shot/default-* - split: train path: object_counting_zero_shot/train-* - split: validation path: object_counting_zero_shot/validation-* - config_name: odd_one_out_zero_shot data_files: - split: default path: odd_one_out_zero_shot/default-* - split: train path: odd_one_out_zero_shot/train-* - split: validation path: odd_one_out_zero_shot/validation-* - config_name: operators_zero_shot data_files: - split: default path: operators_zero_shot/default-* - split: train path: operators_zero_shot/train-* - split: validation path: operators_zero_shot/validation-* - config_name: paragraph_segmentation_zero_shot data_files: - split: default path: paragraph_segmentation_zero_shot/default-* - split: train path: paragraph_segmentation_zero_shot/train-* - split: validation path: paragraph_segmentation_zero_shot/validation-* - config_name: parsinlu_qa_zero_shot data_files: - split: default path: parsinlu_qa_zero_shot/default-* - split: train path: parsinlu_qa_zero_shot/train-* - split: validation path: parsinlu_qa_zero_shot/validation-* - config_name: parsinlu_reading_comprehension_zero_shot data_files: - split: default path: parsinlu_reading_comprehension_zero_shot/default-* - split: train path: parsinlu_reading_comprehension_zero_shot/train-* - split: validation path: parsinlu_reading_comprehension_zero_shot/validation-* - config_name: penguins_in_a_table_zero_shot data_files: - split: default path: penguins_in_a_table_zero_shot/default-* - split: train path: penguins_in_a_table_zero_shot/train-* - split: validation path: penguins_in_a_table_zero_shot/validation-* - config_name: periodic_elements_zero_shot data_files: - split: default path: periodic_elements_zero_shot/default-* - split: train path: periodic_elements_zero_shot/train-* - split: validation path: periodic_elements_zero_shot/validation-* - config_name: persian_idioms_zero_shot data_files: - split: default path: persian_idioms_zero_shot/default-* - split: train path: persian_idioms_zero_shot/train-* - split: validation path: persian_idioms_zero_shot/validation-* - config_name: phrase_relatedness_zero_shot data_files: - split: default path: phrase_relatedness_zero_shot/default-* - split: train path: phrase_relatedness_zero_shot/train-* - split: validation path: phrase_relatedness_zero_shot/validation-* - config_name: physical_intuition_zero_shot data_files: - split: default path: physical_intuition_zero_shot/default-* - split: train path: physical_intuition_zero_shot/train-* - split: validation path: physical_intuition_zero_shot/validation-* - config_name: physics_questions_zero_shot data_files: - split: default path: physics_questions_zero_shot/default-* - split: train path: physics_questions_zero_shot/train-* - split: validation path: physics_questions_zero_shot/validation-* - config_name: physics_zero_shot data_files: - split: default path: physics_zero_shot/default-* - split: train path: physics_zero_shot/train-* - split: validation path: physics_zero_shot/validation-* - config_name: play_dialog_same_or_different_zero_shot data_files: - split: default path: play_dialog_same_or_different_zero_shot/default-* - split: train path: play_dialog_same_or_different_zero_shot/train-* - split: validation path: play_dialog_same_or_different_zero_shot/validation-* - config_name: polish_sequence_labeling_zero_shot data_files: - split: default path: polish_sequence_labeling_zero_shot/default-* - split: train path: polish_sequence_labeling_zero_shot/train-* - split: validation path: polish_sequence_labeling_zero_shot/validation-* - config_name: presuppositions_as_nli_zero_shot data_files: - split: default path: presuppositions_as_nli_zero_shot/default-* - split: train path: presuppositions_as_nli_zero_shot/train-* - split: validation path: presuppositions_as_nli_zero_shot/validation-* - config_name: qa_wikidata_zero_shot data_files: - split: default path: qa_wikidata_zero_shot/default-* - split: train path: qa_wikidata_zero_shot/train-* - split: validation path: qa_wikidata_zero_shot/validation-* - config_name: question_selection_zero_shot data_files: - split: default path: question_selection_zero_shot/default-* - split: train path: question_selection_zero_shot/train-* - split: validation path: question_selection_zero_shot/validation-* - config_name: real_or_fake_text_zero_shot data_files: - split: default path: real_or_fake_text_zero_shot/default-* - split: train path: real_or_fake_text_zero_shot/train-* - split: validation path: real_or_fake_text_zero_shot/validation-* - config_name: reasoning_about_colored_objects_zero_shot data_files: - split: default path: reasoning_about_colored_objects_zero_shot/default-* - split: train path: reasoning_about_colored_objects_zero_shot/train-* - split: validation path: reasoning_about_colored_objects_zero_shot/validation-* - config_name: repeat_copy_logic_zero_shot data_files: - split: default path: repeat_copy_logic_zero_shot/default-* - split: train path: repeat_copy_logic_zero_shot/train-* - split: validation path: repeat_copy_logic_zero_shot/validation-* - config_name: rephrase_zero_shot data_files: - split: default path: rephrase_zero_shot/default-* - split: train path: rephrase_zero_shot/train-* - split: validation path: rephrase_zero_shot/validation-* - config_name: riddle_sense_zero_shot data_files: - split: default path: riddle_sense_zero_shot/default-* - split: train path: riddle_sense_zero_shot/train-* - split: validation path: riddle_sense_zero_shot/validation-* - config_name: ruin_names_zero_shot data_files: - split: default path: ruin_names_zero_shot/default-* - split: train path: ruin_names_zero_shot/train-* - split: validation path: ruin_names_zero_shot/validation-* - config_name: salient_translation_error_detection_zero_shot data_files: - split: default path: salient_translation_error_detection_zero_shot/default-* - split: train path: salient_translation_error_detection_zero_shot/train-* - split: validation path: salient_translation_error_detection_zero_shot/validation-* - config_name: scientific_press_release_zero_shot data_files: - split: default path: scientific_press_release_zero_shot/default-* - split: train path: scientific_press_release_zero_shot/train-* - split: validation path: scientific_press_release_zero_shot/validation-* - config_name: semantic_parsing_in_context_sparc_zero_shot data_files: - split: default path: semantic_parsing_in_context_sparc_zero_shot/default-* - split: train path: semantic_parsing_in_context_sparc_zero_shot/train-* - split: validation path: semantic_parsing_in_context_sparc_zero_shot/validation-* - config_name: semantic_parsing_spider_zero_shot data_files: - split: default path: semantic_parsing_spider_zero_shot/default-* - split: train path: semantic_parsing_spider_zero_shot/train-* - split: validation path: semantic_parsing_spider_zero_shot/validation-* - config_name: sentence_ambiguity_zero_shot data_files: - split: default path: sentence_ambiguity_zero_shot/default-* - split: train path: sentence_ambiguity_zero_shot/train-* - split: validation path: sentence_ambiguity_zero_shot/validation-* - config_name: similarities_abstraction_zero_shot data_files: - split: default path: similarities_abstraction_zero_shot/default-* - split: train path: similarities_abstraction_zero_shot/train-* - split: validation path: similarities_abstraction_zero_shot/validation-* - config_name: simp_turing_concept_zero_shot data_files: - split: default path: simp_turing_concept_zero_shot/default-* - split: train path: simp_turing_concept_zero_shot/train-* - split: validation path: simp_turing_concept_zero_shot/validation-* - config_name: simple_arithmetic_json_multiple_choice_zero_shot data_files: - split: default path: simple_arithmetic_json_multiple_choice_zero_shot/default-* - split: train path: simple_arithmetic_json_multiple_choice_zero_shot/train-* - split: validation path: simple_arithmetic_json_multiple_choice_zero_shot/validation-* - config_name: simple_arithmetic_json_subtasks_zero_shot data_files: - split: default path: simple_arithmetic_json_subtasks_zero_shot/default-* - split: train path: simple_arithmetic_json_subtasks_zero_shot/train-* - split: validation path: simple_arithmetic_json_subtasks_zero_shot/validation-* - config_name: simple_arithmetic_json_zero_shot data_files: - split: default path: simple_arithmetic_json_zero_shot/default-* - split: train path: simple_arithmetic_json_zero_shot/train-* - split: validation path: simple_arithmetic_json_zero_shot/validation-* - config_name: simple_arithmetic_multiple_targets_json_zero_shot data_files: - split: default path: simple_arithmetic_multiple_targets_json_zero_shot/default-* - split: train path: simple_arithmetic_multiple_targets_json_zero_shot/train-* - split: validation path: simple_arithmetic_multiple_targets_json_zero_shot/validation-* - config_name: simple_ethical_questions_zero_shot data_files: - split: default path: simple_ethical_questions_zero_shot/default-* - split: train path: simple_ethical_questions_zero_shot/train-* - split: validation path: simple_ethical_questions_zero_shot/validation-* - config_name: simple_text_editing_zero_shot data_files: - split: default path: simple_text_editing_zero_shot/default-* - split: train path: simple_text_editing_zero_shot/train-* - split: validation path: simple_text_editing_zero_shot/validation-* - config_name: snarks_zero_shot data_files: - split: default path: snarks_zero_shot/default-* - split: train path: snarks_zero_shot/train-* - split: validation path: snarks_zero_shot/validation-* - config_name: social_iqa_zero_shot data_files: - split: default path: social_iqa_zero_shot/default-* - split: train path: social_iqa_zero_shot/train-* - split: validation path: social_iqa_zero_shot/validation-* - config_name: social_support_zero_shot data_files: - split: default path: social_support_zero_shot/default-* - split: train path: social_support_zero_shot/train-* - split: validation path: social_support_zero_shot/validation-* - config_name: sports_understanding_zero_shot data_files: - split: default path: sports_understanding_zero_shot/default-* - split: train path: sports_understanding_zero_shot/train-* - split: validation path: sports_understanding_zero_shot/validation-* - config_name: strange_stories_zero_shot data_files: - split: default path: strange_stories_zero_shot/default-* - split: train path: strange_stories_zero_shot/train-* - split: validation path: strange_stories_zero_shot/validation-* - config_name: strategyqa_zero_shot data_files: - split: default path: strategyqa_zero_shot/default-* - split: train path: strategyqa_zero_shot/train-* - split: validation path: strategyqa_zero_shot/validation-* - config_name: sufficient_information_zero_shot data_files: - split: default path: sufficient_information_zero_shot/default-* - split: train path: sufficient_information_zero_shot/train-* - split: validation path: sufficient_information_zero_shot/validation-* - config_name: suicide_risk_zero_shot data_files: - split: default path: suicide_risk_zero_shot/default-* - split: train path: suicide_risk_zero_shot/train-* - split: validation path: suicide_risk_zero_shot/validation-* - config_name: swahili_english_proverbs_zero_shot data_files: - split: default path: swahili_english_proverbs_zero_shot/default-* - split: train path: swahili_english_proverbs_zero_shot/train-* - split: validation path: swahili_english_proverbs_zero_shot/validation-* - config_name: swedish_to_german_proverbs_zero_shot data_files: - split: default path: swedish_to_german_proverbs_zero_shot/default-* - split: train path: swedish_to_german_proverbs_zero_shot/train-* - split: validation path: swedish_to_german_proverbs_zero_shot/validation-* - config_name: symbol_interpretation_zero_shot data_files: - split: default path: symbol_interpretation_zero_shot/default-* - split: train path: symbol_interpretation_zero_shot/train-* - split: validation path: symbol_interpretation_zero_shot/validation-* - config_name: temporal_sequences_zero_shot data_files: - split: default path: temporal_sequences_zero_shot/default-* - split: train path: temporal_sequences_zero_shot/train-* - split: validation path: temporal_sequences_zero_shot/validation-* - config_name: tense_zero_shot data_files: - split: default path: tense_zero_shot/default-* - split: train path: tense_zero_shot/train-* - split: validation path: tense_zero_shot/validation-* - config_name: timedial_zero_shot data_files: - split: default path: timedial_zero_shot/default-* - split: train path: timedial_zero_shot/train-* - split: validation path: timedial_zero_shot/validation-* - config_name: topical_chat_zero_shot data_files: - split: default path: topical_chat_zero_shot/default-* - split: train path: topical_chat_zero_shot/train-* - split: validation path: topical_chat_zero_shot/validation-* - config_name: tracking_shuffled_objects_zero_shot data_files: - split: default path: tracking_shuffled_objects_zero_shot/default-* - split: train path: tracking_shuffled_objects_zero_shot/train-* - split: validation path: tracking_shuffled_objects_zero_shot/validation-* - config_name: understanding_fables_zero_shot data_files: - split: default path: understanding_fables_zero_shot/default-* - split: train path: understanding_fables_zero_shot/train-* - split: validation path: understanding_fables_zero_shot/validation-* - config_name: undo_permutation_zero_shot data_files: - split: default path: undo_permutation_zero_shot/default-* - split: train path: undo_permutation_zero_shot/train-* - split: validation path: undo_permutation_zero_shot/validation-* - config_name: unit_conversion_zero_shot data_files: - split: default path: unit_conversion_zero_shot/default-* - split: train path: unit_conversion_zero_shot/train-* - split: validation path: unit_conversion_zero_shot/validation-* - config_name: unit_interpretation_zero_shot data_files: - split: default path: unit_interpretation_zero_shot/default-* - split: train path: unit_interpretation_zero_shot/train-* - split: validation path: unit_interpretation_zero_shot/validation-* - config_name: unnatural_in_context_learning_zero_shot data_files: - split: default path: unnatural_in_context_learning_zero_shot/default-* - split: train path: unnatural_in_context_learning_zero_shot/train-* - split: validation path: unnatural_in_context_learning_zero_shot/validation-* - config_name: vitaminc_fact_verification_zero_shot data_files: - split: default path: vitaminc_fact_verification_zero_shot/default-* - split: train path: vitaminc_fact_verification_zero_shot/train-* - split: validation path: vitaminc_fact_verification_zero_shot/validation-* - config_name: what_is_the_tao_zero_shot data_files: - split: default path: what_is_the_tao_zero_shot/default-* - split: train path: what_is_the_tao_zero_shot/train-* - split: validation path: what_is_the_tao_zero_shot/validation-* - config_name: which_wiki_edit_zero_shot data_files: - split: default path: which_wiki_edit_zero_shot/default-* - split: train path: which_wiki_edit_zero_shot/train-* - split: validation path: which_wiki_edit_zero_shot/validation-* - config_name: winowhy_zero_shot data_files: - split: default path: winowhy_zero_shot/default-* - split: train path: winowhy_zero_shot/train-* - split: validation path: winowhy_zero_shot/validation-* - config_name: word_sorting_zero_shot data_files: - split: default path: word_sorting_zero_shot/default-* - split: train path: word_sorting_zero_shot/train-* - split: validation path: word_sorting_zero_shot/validation-* - config_name: word_unscrambling_zero_shot data_files: - split: default path: word_unscrambling_zero_shot/default-* - split: train path: word_unscrambling_zero_shot/train-* - split: validation path: word_unscrambling_zero_shot/validation-* --- # Dataset Card for "bigbench" [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
lmms-lab/MMMU
lmms-lab
"2024-03-08T05:09:42Z"
13,104
4
[ "size_categories:10K<n<100K", "format:parquet", "modality:image", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "region:us" ]
null
"2024-01-15T06:32:16Z"
--- dataset_info: features: - name: id dtype: string - name: question dtype: string - name: options dtype: string - name: explanation dtype: string - name: image_1 dtype: image - name: image_2 dtype: image - name: image_3 dtype: image - name: image_4 dtype: image - name: image_5 dtype: image - name: image_6 dtype: image - name: image_7 dtype: image - name: img_type dtype: string - name: answer dtype: string - name: topic_difficulty dtype: string - name: question_type dtype: string - name: subfield dtype: string splits: - name: dev num_bytes: 57719107.0 num_examples: 150 - name: validation num_bytes: 347519954.0 num_examples: 900 - name: test num_bytes: 3271046267.0 num_examples: 10500 download_size: 3377778136 dataset_size: 3676285328.0 configs: - config_name: default data_files: - split: dev path: data/dev-* - split: validation path: data/validation-* - split: test path: data/test-* --- This is a merged version of [MMMU/MMMU](https://huggingface.co/datasets/MMMU/MMMU) with all subsets concatenated. <p align="center" width="100%"> <img src="https://i.postimg.cc/g0QRgMVv/WX20240228-113337-2x.png" width="100%" height="80%"> </p> # Large-scale Multi-modality Models Evaluation Suite > Accelerating the development of large-scale multi-modality models (LMMs) with `lmms-eval` 🏠 [Homepage](https://lmms-lab.github.io/) | 📚 [Documentation](docs/README.md) | 🤗 [Huggingface Datasets](https://huggingface.co/lmms-lab) # This Dataset This is a formatted version of [MMMU](https://github.com/MMMU-Benchmark/MMMU). It is used in our `lmms-eval` pipeline to allow for one-click evaluations of large multi-modality models. ``` @article{yue2023mmmu, title={Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi}, author={Yue, Xiang and Ni, Yuansheng and Zhang, Kai and Zheng, Tianyu and Liu, Ruoqi and Zhang, Ge and Stevens, Samuel and Jiang, Dongfu and Ren, Weiming and Sun, Yuxuan and others}, journal={arXiv preprint arXiv:2311.16502}, year={2023} } ```
nguha/legalbench
nguha
"2024-09-30T04:35:09Z"
13,041
99
[ "task_categories:text-classification", "task_categories:question-answering", "task_categories:text-generation", "language:en", "license:other", "size_categories:10K<n<100K", "arxiv:2308.11462", "arxiv:2110.01799", "arxiv:2103.06268", "arxiv:2301.00876", "arxiv:1911.00841", "arxiv:2105.07903", "region:us", "legal", "law", "finance" ]
[ "text-classification", "question-answering", "text-generation" ]
"2023-03-16T23:03:42Z"
--- language: - en license: other size_categories: - 10K<n<100K task_categories: - text-classification - question-answering - text-generation tags: - legal - law - finance dataset_info: - config_name: abercrombie features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 307 num_examples: 5 - name: test num_bytes: 6240 num_examples: 95 download_size: 19558988 dataset_size: 6547 - config_name: canada_tax_court_outcomes features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 2975 num_examples: 6 - name: test num_bytes: 157411 num_examples: 244 download_size: 19558988 dataset_size: 160386 - config_name: citation_prediction_classification features: - name: answer dtype: string - name: citation dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 660 num_examples: 2 - name: test num_bytes: 26112 num_examples: 108 download_size: 19558988 dataset_size: 26772 - config_name: citation_prediction_open features: - name: answer dtype: string - name: circuit dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 555 num_examples: 2 - name: test num_bytes: 13460 num_examples: 53 download_size: 19558988 dataset_size: 14015 - config_name: consumer_contracts_qa features: - name: answer dtype: string - name: contract dtype: string - name: index dtype: string - name: question dtype: string splits: - name: train num_bytes: 9941 num_examples: 4 - name: test num_bytes: 1221320 num_examples: 396 download_size: 19558988 dataset_size: 1231261 - config_name: contract_nli_confidentiality_of_agreement features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 4070 num_examples: 8 - name: test num_bytes: 43818 num_examples: 82 download_size: 19558988 dataset_size: 47888 - config_name: contract_nli_explicit_identification features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3615 num_examples: 8 - name: test num_bytes: 62133 num_examples: 109 download_size: 19558988 dataset_size: 65748 - config_name: contract_nli_inclusion_of_verbally_conveyed_information features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3817 num_examples: 8 - name: test num_bytes: 81933 num_examples: 139 download_size: 19558988 dataset_size: 85750 - config_name: contract_nli_limited_use features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 4855 num_examples: 8 - name: test num_bytes: 98534 num_examples: 208 download_size: 19558988 dataset_size: 103389 - config_name: contract_nli_no_licensing features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2591 num_examples: 8 - name: test num_bytes: 78173 num_examples: 162 download_size: 19558988 dataset_size: 80764 - config_name: contract_nli_notice_on_compelled_disclosure features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3907 num_examples: 8 - name: test num_bytes: 80470 num_examples: 142 download_size: 19558988 dataset_size: 84377 - config_name: contract_nli_permissible_acquirement_of_similar_information features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2736 num_examples: 8 - name: test num_bytes: 87469 num_examples: 178 download_size: 19558988 dataset_size: 90205 - config_name: contract_nli_permissible_copy features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3480 num_examples: 8 - name: test num_bytes: 39015 num_examples: 87 download_size: 19558988 dataset_size: 42495 - config_name: contract_nli_permissible_development_of_similar_information features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3921 num_examples: 8 - name: test num_bytes: 62603 num_examples: 136 download_size: 19558988 dataset_size: 66524 - config_name: contract_nli_permissible_post-agreement_possession features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 4608 num_examples: 8 - name: test num_bytes: 65932 num_examples: 111 download_size: 19558988 dataset_size: 70540 - config_name: contract_nli_return_of_confidential_information features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3499 num_examples: 8 - name: test num_bytes: 35672 num_examples: 66 download_size: 19558988 dataset_size: 39171 - config_name: contract_nli_sharing_with_employees features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3173 num_examples: 8 - name: test num_bytes: 104240 num_examples: 170 download_size: 19558988 dataset_size: 107413 - config_name: contract_nli_sharing_with_third-parties features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3249 num_examples: 8 - name: test num_bytes: 104822 num_examples: 180 download_size: 19558988 dataset_size: 108071 - config_name: contract_nli_survival_of_obligations features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2272 num_examples: 8 - name: test num_bytes: 75450 num_examples: 157 download_size: 19558988 dataset_size: 77722 - config_name: contract_qa features: - name: answer dtype: string - name: index dtype: string - name: question dtype: string - name: text dtype: string splits: - name: train num_bytes: 2408 num_examples: 8 - name: test num_bytes: 26370 num_examples: 80 download_size: 19558988 dataset_size: 28778 - config_name: corporate_lobbying features: - name: answer dtype: string - name: bill_summary dtype: string - name: bill_title dtype: string - name: company_description dtype: string - name: company_name dtype: string - name: index dtype: string splits: - name: train num_bytes: 54334 num_examples: 10 - name: test num_bytes: 2974813 num_examples: 490 download_size: 19558988 dataset_size: 3029147 - config_name: cuad_affiliate_license-licensee features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 4067 num_examples: 6 - name: test num_bytes: 115798 num_examples: 198 download_size: 19558988 dataset_size: 119865 - config_name: cuad_affiliate_license-licensor features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 4247 num_examples: 6 - name: test num_bytes: 64931 num_examples: 88 download_size: 19558988 dataset_size: 69178 - config_name: cuad_anti-assignment features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2070 num_examples: 6 - name: test num_bytes: 513026 num_examples: 1172 download_size: 19558988 dataset_size: 515096 - config_name: cuad_audit_rights features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2555 num_examples: 6 - name: test num_bytes: 526977 num_examples: 1216 download_size: 19558988 dataset_size: 529532 - config_name: cuad_cap_on_liability features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2621 num_examples: 6 - name: test num_bytes: 587220 num_examples: 1246 download_size: 19558988 dataset_size: 589841 - config_name: cuad_change_of_control features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2231 num_examples: 6 - name: test num_bytes: 203823 num_examples: 416 download_size: 19558988 dataset_size: 206054 - config_name: cuad_competitive_restriction_exception features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2774 num_examples: 6 - name: test num_bytes: 115844 num_examples: 220 download_size: 19558988 dataset_size: 118618 - config_name: cuad_covenant_not_to_sue features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2581 num_examples: 6 - name: test num_bytes: 153799 num_examples: 308 download_size: 19558988 dataset_size: 156380 - config_name: cuad_effective_date features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2080 num_examples: 6 - name: test num_bytes: 87802 num_examples: 236 download_size: 19558988 dataset_size: 89882 - config_name: cuad_exclusivity features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 1897 num_examples: 6 - name: test num_bytes: 355097 num_examples: 762 download_size: 19558988 dataset_size: 356994 - config_name: cuad_expiration_date features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 1638 num_examples: 6 - name: test num_bytes: 354232 num_examples: 876 download_size: 19558988 dataset_size: 355870 - config_name: cuad_governing_law features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2420 num_examples: 6 - name: test num_bytes: 337322 num_examples: 876 download_size: 19558988 dataset_size: 339742 - config_name: cuad_insurance features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2537 num_examples: 6 - name: test num_bytes: 475827 num_examples: 1030 download_size: 19558988 dataset_size: 478364 - config_name: cuad_ip_ownership_assignment features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 4756 num_examples: 6 - name: test num_bytes: 294749 num_examples: 576 download_size: 19558988 dataset_size: 299505 - config_name: cuad_irrevocable_or_perpetual_license features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 5328 num_examples: 6 - name: test num_bytes: 160279 num_examples: 280 download_size: 19558988 dataset_size: 165607 - config_name: cuad_joint_ip_ownership features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 5011 num_examples: 6 - name: test num_bytes: 90592 num_examples: 192 download_size: 19558988 dataset_size: 95603 - config_name: cuad_license_grant features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3690 num_examples: 6 - name: test num_bytes: 709331 num_examples: 1396 download_size: 19558988 dataset_size: 713021 - config_name: cuad_liquidated_damages features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3579 num_examples: 6 - name: test num_bytes: 97839 num_examples: 220 download_size: 19558988 dataset_size: 101418 - config_name: cuad_minimum_commitment features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2874 num_examples: 6 - name: test num_bytes: 354078 num_examples: 772 download_size: 19558988 dataset_size: 356952 - config_name: cuad_most_favored_nation features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2103 num_examples: 6 - name: test num_bytes: 32800 num_examples: 64 download_size: 19558988 dataset_size: 34903 - config_name: cuad_no-solicit_of_customers features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3310 num_examples: 6 - name: test num_bytes: 40828 num_examples: 84 download_size: 19558988 dataset_size: 44138 - config_name: cuad_no-solicit_of_employees features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3619 num_examples: 6 - name: test num_bytes: 72661 num_examples: 142 download_size: 19558988 dataset_size: 76280 - config_name: cuad_non-compete features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3675 num_examples: 6 - name: test num_bytes: 211272 num_examples: 442 download_size: 19558988 dataset_size: 214947 - config_name: cuad_non-disparagement features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2168 num_examples: 6 - name: test num_bytes: 49850 num_examples: 100 download_size: 19558988 dataset_size: 52018 - config_name: cuad_non-transferable_license features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3643 num_examples: 6 - name: test num_bytes: 269505 num_examples: 542 download_size: 19558988 dataset_size: 273148 - config_name: cuad_notice_period_to_terminate_renewal features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 4166 num_examples: 6 - name: test num_bytes: 100014 num_examples: 222 download_size: 19558988 dataset_size: 104180 - config_name: cuad_post-termination_services features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 3349 num_examples: 6 - name: test num_bytes: 419477 num_examples: 808 download_size: 19558988 dataset_size: 422826 - config_name: cuad_price_restrictions features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2945 num_examples: 6 - name: test num_bytes: 19430 num_examples: 46 download_size: 19558988 dataset_size: 22375 - config_name: cuad_renewal_term features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2163 num_examples: 6 - name: test num_bytes: 168528 num_examples: 386 download_size: 19558988 dataset_size: 170691 - config_name: cuad_revenue-profit_sharing features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2581 num_examples: 6 - name: test num_bytes: 363594 num_examples: 774 download_size: 19558988 dataset_size: 366175 - config_name: cuad_rofr-rofo-rofn features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2817 num_examples: 6 - name: test num_bytes: 338243 num_examples: 690 download_size: 19558988 dataset_size: 341060 - config_name: cuad_source_code_escrow features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2696 num_examples: 6 - name: test num_bytes: 58125 num_examples: 118 download_size: 19558988 dataset_size: 60821 - config_name: cuad_termination_for_convenience features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 1506 num_examples: 6 - name: test num_bytes: 181164 num_examples: 430 download_size: 19558988 dataset_size: 182670 - config_name: cuad_third_party_beneficiary features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2378 num_examples: 6 - name: test num_bytes: 24106 num_examples: 68 download_size: 19558988 dataset_size: 26484 - config_name: cuad_uncapped_liability features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2570 num_examples: 6 - name: test num_bytes: 158009 num_examples: 294 download_size: 19558988 dataset_size: 160579 - config_name: cuad_unlimited-all-you-can-eat-license features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 2414 num_examples: 6 - name: test num_bytes: 22347 num_examples: 48 download_size: 19558988 dataset_size: 24761 - config_name: cuad_volume_restriction features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 1397 num_examples: 6 - name: test num_bytes: 129456 num_examples: 322 download_size: 19558988 dataset_size: 130853 - config_name: cuad_warranty_duration features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string - name: document_name dtype: string splits: - name: train num_bytes: 1815 num_examples: 6 - name: test num_bytes: 142580 num_examples: 320 download_size: 19558988 dataset_size: 144395 - config_name: definition_classification features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1826 num_examples: 8 - name: test num_bytes: 371743 num_examples: 1337 download_size: 19558988 dataset_size: 373569 - config_name: definition_extraction features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 2731 num_examples: 8 - name: test num_bytes: 254689 num_examples: 687 download_size: 19558988 dataset_size: 257420 - config_name: diversity_1 features: - name: aic_is_met dtype: string - name: answer dtype: string - name: index dtype: string - name: parties_are_diverse dtype: string - name: text dtype: string splits: - name: train num_bytes: 803 num_examples: 6 - name: test num_bytes: 41135 num_examples: 300 download_size: 19558988 dataset_size: 41938 - config_name: diversity_2 features: - name: aic_is_met dtype: string - name: answer dtype: string - name: index dtype: string - name: parties_are_diverse dtype: string - name: text dtype: string splits: - name: train num_bytes: 1041 num_examples: 6 - name: test num_bytes: 53537 num_examples: 300 download_size: 19558988 dataset_size: 54578 - config_name: diversity_3 features: - name: aic_is_met dtype: string - name: answer dtype: string - name: index dtype: string - name: parties_are_diverse dtype: string - name: text dtype: string splits: - name: train num_bytes: 992 num_examples: 6 - name: test num_bytes: 50744 num_examples: 300 download_size: 19558988 dataset_size: 51736 - config_name: diversity_4 features: - name: aic_is_met dtype: string - name: answer dtype: string - name: index dtype: string - name: parties_are_diverse dtype: string - name: text dtype: string splits: - name: train num_bytes: 1070 num_examples: 6 - name: test num_bytes: 53464 num_examples: 300 download_size: 19558988 dataset_size: 54534 - config_name: diversity_5 features: - name: aic_is_met dtype: string - name: answer dtype: string - name: index dtype: string - name: parties_are_diverse dtype: string - name: text dtype: string splits: - name: train num_bytes: 1232 num_examples: 6 - name: test num_bytes: 62550 num_examples: 300 download_size: 19558988 dataset_size: 63782 - config_name: diversity_6 features: - name: aic_is_met dtype: string - name: answer dtype: string - name: index dtype: string - name: parties_are_diverse dtype: string - name: text dtype: string splits: - name: train num_bytes: 2016 num_examples: 6 - name: test num_bytes: 100411 num_examples: 300 download_size: 19558988 dataset_size: 102427 - config_name: function_of_decision_section features: - name: Citation dtype: string - name: Paragraph dtype: string - name: answer dtype: string - name: index dtype: string splits: - name: train num_bytes: 1547 num_examples: 7 - name: test num_bytes: 210419 num_examples: 367 download_size: 19558988 dataset_size: 211966 - config_name: hearsay features: - name: answer dtype: string - name: index dtype: string - name: slice dtype: string - name: text dtype: string splits: - name: train num_bytes: 788 num_examples: 5 - name: test num_bytes: 17150 num_examples: 94 download_size: 19558988 dataset_size: 17938 - config_name: insurance_policy_interpretation features: - name: answer dtype: string - name: claim dtype: string - name: index dtype: string - name: policy dtype: string splits: - name: train num_bytes: 3119 num_examples: 5 - name: test num_bytes: 70764 num_examples: 133 download_size: 19558988 dataset_size: 73883 - config_name: international_citizenship_questions features: - name: answer dtype: string - name: index dtype: string - name: question dtype: string splits: - name: train num_bytes: 832 num_examples: 4 - name: test num_bytes: 2089107 num_examples: 9306 download_size: 19558988 dataset_size: 2089939 - config_name: jcrew_blocker features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 7352 num_examples: 6 - name: test num_bytes: 59879 num_examples: 54 download_size: 19558988 dataset_size: 67231 - config_name: learned_hands_benefits features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 8267 num_examples: 6 - name: test num_bytes: 87512 num_examples: 66 download_size: 19558988 dataset_size: 95779 - config_name: learned_hands_business features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 6075 num_examples: 6 - name: test num_bytes: 202116 num_examples: 174 download_size: 19558988 dataset_size: 208191 - config_name: learned_hands_consumer features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 6355 num_examples: 6 - name: test num_bytes: 795463 num_examples: 614 download_size: 19558988 dataset_size: 801818 - config_name: learned_hands_courts features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 10693 num_examples: 6 - name: test num_bytes: 228204 num_examples: 192 download_size: 19558988 dataset_size: 238897 - config_name: learned_hands_crime features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 7322 num_examples: 6 - name: test num_bytes: 846597 num_examples: 688 download_size: 19558988 dataset_size: 853919 - config_name: learned_hands_divorce features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 10651 num_examples: 6 - name: test num_bytes: 189279 num_examples: 150 download_size: 19558988 dataset_size: 199930 - config_name: learned_hands_domestic_violence features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 11170 num_examples: 6 - name: test num_bytes: 239797 num_examples: 174 download_size: 19558988 dataset_size: 250967 - config_name: learned_hands_education features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 6992 num_examples: 6 - name: test num_bytes: 79184 num_examples: 56 download_size: 19558988 dataset_size: 86176 - config_name: learned_hands_employment features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 11223 num_examples: 6 - name: test num_bytes: 909220 num_examples: 710 download_size: 19558988 dataset_size: 920443 - config_name: learned_hands_estates features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 5970 num_examples: 6 - name: test num_bytes: 216836 num_examples: 178 download_size: 19558988 dataset_size: 222806 - config_name: learned_hands_family features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 8714 num_examples: 6 - name: test num_bytes: 3073508 num_examples: 2265 download_size: 19558988 dataset_size: 3082222 - config_name: learned_hands_health features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 6155 num_examples: 6 - name: test num_bytes: 336934 num_examples: 226 download_size: 19558988 dataset_size: 343089 - config_name: learned_hands_housing features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 9726 num_examples: 6 - name: test num_bytes: 6028612 num_examples: 4494 download_size: 19558988 dataset_size: 6038338 - config_name: learned_hands_immigration features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 3955 num_examples: 6 - name: test num_bytes: 165352 num_examples: 134 download_size: 19558988 dataset_size: 169307 - config_name: learned_hands_torts features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 4484 num_examples: 6 - name: test num_bytes: 615649 num_examples: 432 download_size: 19558988 dataset_size: 620133 - config_name: learned_hands_traffic features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 6250 num_examples: 6 - name: test num_bytes: 667539 num_examples: 556 download_size: 19558988 dataset_size: 673789 - config_name: legal_reasoning_causality features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 4688 num_examples: 4 - name: test num_bytes: 87007 num_examples: 55 download_size: 19558988 dataset_size: 91695 - config_name: maud_ability_to_consummate_concept_is_subject_to_mae_carveouts features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 5322 num_examples: 1 - name: test num_bytes: 304051 num_examples: 69 download_size: 19558988 dataset_size: 309373 - config_name: maud_accuracy_of_fundamental_target_rws_bringdown_standard features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 271 num_examples: 1 - name: test num_bytes: 148869 num_examples: 175 download_size: 19558988 dataset_size: 149140 - config_name: maud_accuracy_of_target_capitalization_rw_(outstanding_shares)_bringdown_standard_answer features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1493 num_examples: 1 - name: test num_bytes: 152224 num_examples: 181 download_size: 19558988 dataset_size: 153717 - config_name: maud_accuracy_of_target_general_rw_bringdown_timing_answer features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1000 num_examples: 1 - name: test num_bytes: 152717 num_examples: 181 download_size: 19558988 dataset_size: 153717 - config_name: maud_additional_matching_rights_period_for_modifications_(cor) features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 2170 num_examples: 1 - name: test num_bytes: 312632 num_examples: 158 download_size: 19558988 dataset_size: 314802 - config_name: maud_application_of_buyer_consent_requirement_(negative_interim_covenant) features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 558 num_examples: 1 - name: test num_bytes: 96990 num_examples: 180 download_size: 19558988 dataset_size: 97548 - config_name: maud_buyer_consent_requirement_(ordinary_course) features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 2620 num_examples: 1 - name: test num_bytes: 138668 num_examples: 181 download_size: 19558988 dataset_size: 141288 - config_name: maud_change_in_law__subject_to_disproportionate_impact_modifier features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 6000 num_examples: 1 - name: test num_bytes: 448666 num_examples: 99 download_size: 19558988 dataset_size: 454666 - config_name: maud_changes_in_gaap_or_other_accounting_principles__subject_to_disproportionate_impact_modifier features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 5998 num_examples: 1 - name: test num_bytes: 444442 num_examples: 98 download_size: 19558988 dataset_size: 450440 - config_name: maud_cor_permitted_in_response_to_intervening_event features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 2631 num_examples: 1 - name: test num_bytes: 195447 num_examples: 100 download_size: 19558988 dataset_size: 198078 - config_name: maud_cor_permitted_with_board_fiduciary_determination_only features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 3970 num_examples: 1 - name: test num_bytes: 194108 num_examples: 100 download_size: 19558988 dataset_size: 198078 - config_name: maud_cor_standard_(intervening_event) features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 727 num_examples: 1 - name: test num_bytes: 175140 num_examples: 84 download_size: 19558988 dataset_size: 175867 - config_name: maud_cor_standard_(superior_offer) features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1173 num_examples: 1 - name: test num_bytes: 196905 num_examples: 100 download_size: 19558988 dataset_size: 198078 - config_name: maud_definition_contains_knowledge_requirement_-_answer features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1899 num_examples: 1 - name: test num_bytes: 231405 num_examples: 147 download_size: 19558988 dataset_size: 233304 - config_name: maud_definition_includes_asset_deals features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 614 num_examples: 1 - name: test num_bytes: 289644 num_examples: 146 download_size: 19558988 dataset_size: 290258 - config_name: maud_definition_includes_stock_deals features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 683 num_examples: 1 - name: test num_bytes: 292466 num_examples: 148 download_size: 19558988 dataset_size: 293149 - config_name: maud_fiduciary_exception__board_determination_standard features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1594 num_examples: 1 - name: test num_bytes: 288180 num_examples: 179 download_size: 19558988 dataset_size: 289774 - config_name: maud_fiduciary_exception_board_determination_trigger_(no_shop) features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 3538 num_examples: 1 - name: test num_bytes: 286236 num_examples: 179 download_size: 19558988 dataset_size: 289774 - config_name: maud_financial_point_of_view_is_the_sole_consideration features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 3290 num_examples: 1 - name: test num_bytes: 217048 num_examples: 112 download_size: 19558988 dataset_size: 220338 - config_name: maud_fls_(mae)_standard features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 4669 num_examples: 1 - name: test num_bytes: 349856 num_examples: 77 download_size: 19558988 dataset_size: 354525 - config_name: maud_general_economic_and_financial_conditions_subject_to_disproportionate_impact_modifier features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 5998 num_examples: 1 - name: test num_bytes: 445306 num_examples: 98 download_size: 19558988 dataset_size: 451304 - config_name: maud_includes_consistent_with_past_practice features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1127 num_examples: 1 - name: test num_bytes: 140161 num_examples: 181 download_size: 19558988 dataset_size: 141288 - config_name: maud_initial_matching_rights_period_(cor) features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 3041 num_examples: 1 - name: test num_bytes: 311761 num_examples: 158 download_size: 19558988 dataset_size: 314802 - config_name: maud_initial_matching_rights_period_(ftr) features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1850 num_examples: 1 - name: test num_bytes: 279202 num_examples: 132 download_size: 19558988 dataset_size: 281052 - config_name: maud_intervening_event_-_required_to_occur_after_signing_-_answer features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 3055 num_examples: 1 - name: test num_bytes: 230249 num_examples: 147 download_size: 19558988 dataset_size: 233304 - config_name: maud_knowledge_definition features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 240 num_examples: 1 - name: test num_bytes: 359730 num_examples: 167 download_size: 19558988 dataset_size: 359970 - config_name: maud_liability_standard_for_no-shop_breach_by_target_non-do_representatives features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 154 num_examples: 1 - name: test num_bytes: 40946 num_examples: 156 download_size: 19558988 dataset_size: 41100 - config_name: maud_ordinary_course_efforts_standard features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1037 num_examples: 1 - name: test num_bytes: 140251 num_examples: 181 download_size: 19558988 dataset_size: 141288 - config_name: maud_pandemic_or_other_public_health_event__subject_to_disproportionate_impact_modifier features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 3728 num_examples: 1 - name: test num_bytes: 447053 num_examples: 98 download_size: 19558988 dataset_size: 450781 - config_name: maud_pandemic_or_other_public_health_event_specific_reference_to_pandemic-related_governmental_responses_or_measures features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 3728 num_examples: 1 - name: test num_bytes: 447053 num_examples: 98 download_size: 19558988 dataset_size: 450781 - config_name: maud_relational_language_(mae)_applies_to features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 4948 num_examples: 1 - name: test num_bytes: 409477 num_examples: 90 download_size: 19558988 dataset_size: 414425 - config_name: maud_specific_performance features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 771 num_examples: 1 - name: test num_bytes: 107392 num_examples: 178 download_size: 19558988 dataset_size: 108163 - config_name: maud_tail_period_length features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 406 num_examples: 1 - name: test num_bytes: 108632 num_examples: 179 download_size: 19558988 dataset_size: 109038 - config_name: maud_type_of_consideration features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 258 num_examples: 1 - name: test num_bytes: 139270 num_examples: 172 download_size: 19558988 dataset_size: 139528 - config_name: nys_judicial_ethics features: - name: answer dtype: string - name: index dtype: string - name: question dtype: string - name: year dtype: string splits: - name: train num_bytes: 1697 num_examples: 8 - name: test num_bytes: 53974 num_examples: 292 download_size: 19558988 dataset_size: 55671 - config_name: opp115_data_retention features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1791 num_examples: 8 - name: test num_bytes: 18620 num_examples: 88 download_size: 19558988 dataset_size: 20411 - config_name: opp115_data_security features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 2123 num_examples: 8 - name: test num_bytes: 352667 num_examples: 1334 download_size: 19558988 dataset_size: 354790 - config_name: opp115_do_not_track features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 2507 num_examples: 8 - name: test num_bytes: 26363 num_examples: 110 download_size: 19558988 dataset_size: 28870 - config_name: opp115_first_party_collection_use features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 2227 num_examples: 8 - name: test num_bytes: 463566 num_examples: 2086 download_size: 19558988 dataset_size: 465793 - config_name: opp115_international_and_specific_audiences features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1643 num_examples: 8 - name: test num_bytes: 338196 num_examples: 980 download_size: 19558988 dataset_size: 339839 - config_name: opp115_policy_change features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1201 num_examples: 8 - name: test num_bytes: 94060 num_examples: 431 download_size: 19558988 dataset_size: 95261 - config_name: opp115_third_party_sharing_collection features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1217 num_examples: 8 - name: test num_bytes: 383909 num_examples: 1590 download_size: 19558988 dataset_size: 385126 - config_name: opp115_user_access,_edit_and_deletion features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1251 num_examples: 8 - name: test num_bytes: 108969 num_examples: 462 download_size: 19558988 dataset_size: 110220 - config_name: opp115_user_choice_control features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1695 num_examples: 8 - name: test num_bytes: 353113 num_examples: 1546 download_size: 19558988 dataset_size: 354808 - config_name: oral_argument_question_purpose features: - name: Docket No. dtype: string - name: answer dtype: string - name: index dtype: string - name: question dtype: string splits: - name: train num_bytes: 2415 num_examples: 7 - name: test num_bytes: 95262 num_examples: 312 download_size: 19558988 dataset_size: 97677 - config_name: overruling features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 629 num_examples: 6 - name: test num_bytes: 443484 num_examples: 2394 download_size: 19558988 dataset_size: 444113 - config_name: personal_jurisdiction features: - name: answer dtype: string - name: index dtype: string - name: slice dtype: string - name: text dtype: string splits: - name: train num_bytes: 1660 num_examples: 4 - name: test num_bytes: 21089 num_examples: 50 download_size: 19558988 dataset_size: 22749 - config_name: privacy_policy_entailment features: - name: answer dtype: string - name: description dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 6282 num_examples: 8 - name: test num_bytes: 3174950 num_examples: 4335 download_size: 19558988 dataset_size: 3181232 - config_name: privacy_policy_qa features: - name: answer dtype: string - name: index dtype: string - name: question dtype: string - name: text dtype: string splits: - name: train num_bytes: 2231 num_examples: 8 - name: test num_bytes: 2817986 num_examples: 10923 download_size: 19558988 dataset_size: 2820217 - config_name: proa features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1057 num_examples: 5 - name: test num_bytes: 25475 num_examples: 95 download_size: 19558988 dataset_size: 26532 - config_name: rule_qa features: - name: answer dtype: string - name: doctrine dtype: string - name: index dtype: string - name: text dtype: string splits: - name: test num_bytes: 12665 num_examples: 50 download_size: 19558988 dataset_size: 12665 - config_name: sara_entailment features: - name: answer dtype: string - name: case id dtype: string - name: description dtype: string - name: index dtype: string - name: question dtype: string - name: statute dtype: string - name: text dtype: string splits: - name: train num_bytes: 2528 num_examples: 4 - name: test num_bytes: 225560 num_examples: 272 download_size: 19558988 dataset_size: 228088 - config_name: sara_numeric features: - name: answer dtype: string - name: case id dtype: string - name: description dtype: string - name: index dtype: string - name: question dtype: string - name: statute dtype: string - name: text dtype: string splits: - name: train num_bytes: 238363 num_examples: 4 - name: test num_bytes: 5725392 num_examples: 96 download_size: 19558988 dataset_size: 5963755 - config_name: scalr features: - name: answer dtype: string - name: choice_0 dtype: string - name: choice_1 dtype: string - name: choice_2 dtype: string - name: choice_3 dtype: string - name: choice_4 dtype: string - name: index dtype: string - name: question dtype: string splits: - name: test num_bytes: 1026740 num_examples: 571 download_size: 19558988 dataset_size: 1026740 - config_name: ssla_company_defendants features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 5847 num_examples: 3 - name: test num_bytes: 2313039 num_examples: 1228 download_size: 19558988 dataset_size: 2318886 - config_name: ssla_individual_defendants features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 5962 num_examples: 3 - name: test num_bytes: 2002620 num_examples: 1012 download_size: 19558988 dataset_size: 2008582 - config_name: ssla_plaintiff features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 5831 num_examples: 3 - name: test num_bytes: 1926518 num_examples: 1033 download_size: 19558988 dataset_size: 1932349 - config_name: successor_liability features: - name: answer dtype: string - name: index dtype: string - name: issue dtype: string - name: text dtype: string splits: - name: train num_bytes: 1734 num_examples: 3 - name: test num_bytes: 26490 num_examples: 47 download_size: 19558988 dataset_size: 28224 - config_name: supply_chain_disclosure_best_practice_accountability features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 18987 num_examples: 8 - name: test num_bytes: 1347025 num_examples: 379 download_size: 19558988 dataset_size: 1366012 - config_name: supply_chain_disclosure_best_practice_audits features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 23879 num_examples: 8 - name: test num_bytes: 1342065 num_examples: 379 download_size: 19558988 dataset_size: 1365944 - config_name: supply_chain_disclosure_best_practice_certification features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 22058 num_examples: 8 - name: test num_bytes: 1338516 num_examples: 378 download_size: 19558988 dataset_size: 1360574 - config_name: supply_chain_disclosure_best_practice_training features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 24071 num_examples: 8 - name: test num_bytes: 1341885 num_examples: 379 download_size: 19558988 dataset_size: 1365956 - config_name: supply_chain_disclosure_best_practice_verification features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 27158 num_examples: 8 - name: test num_bytes: 1338739 num_examples: 379 download_size: 19558988 dataset_size: 1365897 - config_name: supply_chain_disclosure_disclosed_accountability features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 18902 num_examples: 8 - name: test num_bytes: 1344444 num_examples: 378 download_size: 19558988 dataset_size: 1363346 - config_name: supply_chain_disclosure_disclosed_audits features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 24404 num_examples: 8 - name: test num_bytes: 1341624 num_examples: 379 download_size: 19558988 dataset_size: 1366028 - config_name: supply_chain_disclosure_disclosed_certification features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 17987 num_examples: 8 - name: test num_bytes: 1342646 num_examples: 378 download_size: 19558988 dataset_size: 1360633 - config_name: supply_chain_disclosure_disclosed_training features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 27093 num_examples: 8 - name: test num_bytes: 1338919 num_examples: 379 download_size: 19558988 dataset_size: 1366012 - config_name: supply_chain_disclosure_disclosed_verification features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 25387 num_examples: 8 - name: test num_bytes: 1340578 num_examples: 379 download_size: 19558988 dataset_size: 1365965 - config_name: telemarketing_sales_rule features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 1230 num_examples: 4 - name: test num_bytes: 17140 num_examples: 47 download_size: 19558988 dataset_size: 18370 - config_name: textualism_tool_dictionaries features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 4842 num_examples: 4 - name: test num_bytes: 102644 num_examples: 107 download_size: 19558988 dataset_size: 107486 - config_name: textualism_tool_plain features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 3338 num_examples: 4 - name: test num_bytes: 167428 num_examples: 165 download_size: 19558988 dataset_size: 170766 - config_name: ucc_v_common_law features: - name: answer dtype: string - name: contract dtype: string - name: index dtype: string splits: - name: train num_bytes: 904 num_examples: 6 - name: test num_bytes: 12694 num_examples: 94 download_size: 19558988 dataset_size: 13598 - config_name: unfair_tos features: - name: answer dtype: string - name: index dtype: string - name: text dtype: string splits: - name: train num_bytes: 3308 num_examples: 9 - name: test num_bytes: 787108 num_examples: 3813 download_size: 19558988 dataset_size: 790416 --- # Dataset Card for Dataset Name - **Homepage: https://hazyresearch.stanford.edu/legalbench/** - **Repository: https://github.com/HazyResearch/legalbench/** - **Paper: https://arxiv.org/abs/2308.11462** ## Dataset Description ### Dataset Summary The LegalBench project is an ongoing open science effort to collaboratively curate tasks for evaluating legal reasoning in English large language models (LLMs). The benchmark currently consists of 162 tasks gathered from 40 contributors. Note: Because LegalBench is intended to test zero and few-shot reasoning, the available "train" splits are small. However, if you are interested in finetuning models or studying model performance in a more traditional train/test regime, you can combine and re-partition train and test data. If you have questions about the project or would like to get involved, please see the website for more information. ### Supported Tasks and Leaderboards LegalBench tasks span multiple types (binary classification, multi-class classification, extraction, generation, entailment), multiple types of text (statutes, judicial opinions, contracts, etc.), and multiple areas of law (evidence, contracts, civil procedure, etc.). For more information on tasks, we recommend visiting the website, where you can search through task descriptions, or the Github repository, which contains more granular task descriptions. We also recommend reading the paper, which provides more background on task significance and construction process. ### Languages All LegalBench tasks are in English. ## Dataset Structure ### Data Instances Detailed descriptions of the instances for each task can be found on the Github. An example of an instance, for the `abercrombie` task, is provided below: ``` { "text": "The mark "Ivory" for a product made of elephant tusks.", "label": "generic" "idx": 0 } ``` A substantial number of LegalBench tasks are binary classification tasks, which require the LLM to determine if a piece of text has some legal attribute. Because these are framed as Yes/No questions, the label space is "Yes" or "No". ### Data Fields Detailed descriptions of the instances for each task can be found on the Github. ### Data Splits Each task (except for `rule_qa` and `scalr`) has both a training and evaluation split. Following [RAFT](https://huggingface.co/datasets/ought/raft), train splits only consists of a few-labeled instances, reflecting the few-shot nature of most LLMs. ## Dataset Creation ### Curation Rationale LegalBench was created to enable researchers to better benchmark the legal reasoning capabilities of LLMs. ### Source Data #### Initial Data Collection and Normalization Broadly, LegalBench tasks are drawn from three sources. The first source of tasks are existing available datasets and corpora. Most of these were originally released for non-LLM evaluation settings. In creating tasks for LegalBench from these sources, we often significantly reformatted data and restructured the prediction objective. For instance, the original [CUAD dataset](https://github.com/TheAtticusProject/cuad) contains annotations on long-documents and is intended for evaluating extraction with span-prediction models. We restructure this corpora to generate a binary classification task for each type of contractual clause. While the original corpus emphasized the long-document aspects of contracts, our restructured tasks emphasize whether LLMs can identify the distinguishing features of different types of clauses. The second source of tasks are datasets that were previously constructed by legal professionals but never released. This primarily includes datasets hand-coded by legal scholars as part of prior empirical legal projects. The last category of tasks are those that were developed specifically for \name, by the authors of this paper. Overall, tasks are drawn from 36 distinct corpora. Please see the Appendix of the paper for more details. #### Who are the source language producers? LegalBench data was created by humans. Demographic information for these individuals is not available. ### Annotations #### Annotation process Please see the paper for more information on the annotation process used in the creation of each task. #### Who are the annotators? Please see the paper for more information on the identity of annotators for each task. ### Personal and Sensitive Information Data in this benchmark has either been synthetically generated, or derived from an already public source (e.g., contracts from the EDGAR database). Several tasks have been derived from the LearnedHands corpus, which consists of public posts on /r/LegalAdvice. Some posts may discuss sensitive issues. ## Considerations for Using the Data ### Social Impact of Dataset Please see the original paper for a discussion of social impact. ### Discussion of Biases Please see the original paper for a discussion of social impact. ### Other Known Limitations LegalBench primarily contains tasks corresponding to American law. ## Additional Information ### Dataset Curators Please see the website for a full list of participants in the LegalBench project. ### Licensing Information LegalBench tasks are subject to different licenses. Please see the paper for a description of the licenses. ### Citation Information If you intend to reference LegalBench broadly, please use the citation below. If you are working with a particular task, please use the citation below in addition to the task specific citation (which can be found on the task page on the website or Github). ``` @misc{guha2023legalbench, title={LegalBench: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language Models}, author={Neel Guha and Julian Nyarko and Daniel E. Ho and Christopher Ré and Adam Chilton and Aditya Narayana and Alex Chohlas-Wood and Austin Peters and Brandon Waldon and Daniel N. Rockmore and Diego Zambrano and Dmitry Talisman and Enam Hoque and Faiz Surani and Frank Fagan and Galit Sarfaty and Gregory M. Dickinson and Haggai Porat and Jason Hegland and Jessica Wu and Joe Nudell and Joel Niklaus and John Nay and Jonathan H. Choi and Kevin Tobia and Margaret Hagan and Megan Ma and Michael Livermore and Nikon Rasumov-Rahe and Nils Holzenberger and Noam Kolt and Peter Henderson and Sean Rehaag and Sharad Goel and Shang Gao and Spencer Williams and Sunny Gandhi and Tom Zur and Varun Iyer and Zehua Li}, year={2023}, eprint={2308.11462}, archivePrefix={arXiv}, primaryClass={cs.CL} } @article{koreeda2021contractnli, title={ContractNLI: A dataset for document-level natural language inference for contracts}, author={Koreeda, Yuta and Manning, Christopher D}, journal={arXiv preprint arXiv:2110.01799}, year={2021} } @article{hendrycks2021cuad, title={Cuad: An expert-annotated nlp dataset for legal contract review}, author={Hendrycks, Dan and Burns, Collin and Chen, Anya and Ball, Spencer}, journal={arXiv preprint arXiv:2103.06268}, year={2021} } @article{wang2023maud, title={MAUD: An Expert-Annotated Legal NLP Dataset for Merger Agreement Understanding}, author={Wang, Steven H and Scardigli, Antoine and Tang, Leonard and Chen, Wei and Levkin, Dimitry and Chen, Anya and Ball, Spencer and Woodside, Thomas and Zhang, Oliver and Hendrycks, Dan}, journal={arXiv preprint arXiv:2301.00876}, year={2023} } @inproceedings{wilson2016creation, title={The creation and analysis of a website privacy policy corpus}, author={Wilson, Shomir and Schaub, Florian and Dara, Aswarth Abhilash and Liu, Frederick and Cherivirala, Sushain and Leon, Pedro Giovanni and Andersen, Mads Schaarup and Zimmeck, Sebastian and Sathyendra, Kanthashree Mysore and Russell, N Cameron and others}, booktitle={Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)}, pages={1330--1340}, year={2016} } @inproceedings{zheng2021does, title={When does pretraining help? assessing self-supervised learning for law and the casehold dataset of 53,000+ legal holdings}, author={Zheng, Lucia and Guha, Neel and Anderson, Brandon R and Henderson, Peter and Ho, Daniel E}, booktitle={Proceedings of the eighteenth international conference on artificial intelligence and law}, pages={159--168}, year={2021} } @article{zimmeck2019maps, title={Maps: Scaling privacy compliance analysis to a million apps}, author={Zimmeck, Sebastian and Story, Peter and Smullen, Daniel and Ravichander, Abhilasha and Wang, Ziqi and Reidenberg, Joel R and Russell, N Cameron and Sadeh, Norman}, journal={Proc. Priv. Enhancing Tech.}, volume={2019}, pages={66}, year={2019} } @article{ravichander2019question, title={Question answering for privacy policies: Combining computational and legal perspectives}, author={Ravichander, Abhilasha and Black, Alan W and Wilson, Shomir and Norton, Thomas and Sadeh, Norman}, journal={arXiv preprint arXiv:1911.00841}, year={2019} } @article{holzenberger2021factoring, title={Factoring statutory reasoning as language understanding challenges}, author={Holzenberger, Nils and Van Durme, Benjamin}, journal={arXiv preprint arXiv:2105.07903}, year={2021} } @article{lippi2019claudette, title={CLAUDETTE: an automated detector of potentially unfair clauses in online terms of service}, author={Lippi, Marco and Pa{\l}ka, Przemys{\l}aw and Contissa, Giuseppe and Lagioia, Francesca and Micklitz, Hans-Wolfgang and Sartor, Giovanni and Torroni, Paolo}, journal={Artificial Intelligence and Law}, volume={27}, pages={117--139}, year={2019}, publisher={Springer} } ```
HuggingFaceM4/Docmatix
HuggingFaceM4
"2024-08-26T08:15:21Z"
13,008
249
[ "task_categories:visual-question-answering", "language:en", "license:mit", "size_categories:1M<n<10M", "format:parquet", "modality:image", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2408.12637", "region:us", "docvqa" ]
[ "visual-question-answering" ]
"2024-07-17T11:33:00Z"
--- language: - en license: mit size_categories: - 1M<n<10M task_categories: - visual-question-answering pretty_name: Docmatix tags: - docvqa configs: - config_name: images data_files: - split: train path: data/train-* - config_name: pdf data_files: - split: train path: pdf/train-* - config_name: zero-shot-exp data_files: - split: train path: zero-shot-exp/train-* - split: test path: zero-shot-exp/test-* dataset_info: - config_name: images features: - name: images sequence: image - name: texts list: - name: user dtype: string - name: assistant dtype: string - name: source dtype: string splits: - name: train num_bytes: 552957537722.77 num_examples: 1273215 download_size: 159404414330 dataset_size: 552957537722.77 - config_name: pdf features: - name: pdf dtype: binary - name: texts list: - name: user dtype: string - name: assistant dtype: string - name: source dtype: string splits: - name: train num_bytes: 458612867150 num_examples: 1273245 download_size: 431829972210 dataset_size: 458612867150 - config_name: zero-shot-exp features: - name: images sequence: image - name: texts list: - name: user dtype: string - name: assistant dtype: string - name: source dtype: string splits: - name: test num_bytes: 68900253.0 num_examples: 200 - name: train num_bytes: 578335690.5 num_examples: 1700 download_size: 642963847 dataset_size: 647235943.5 --- # Dataset Card for Docmatix ![image/webp](https://cdn-uploads.huggingface.co/production/uploads/65d66b494bbd0d92b641cdbb/P7rIELr2eom_IorBY5DZu.webp) ## Dataset description Docmatix is part of the Idefics3 release (stay tuned). It is a massive dataset for Document Visual Question Answering that was used for the fine-tuning of the vision-language model Idefics3. ## Load the dataset To load the dataset, install the library `datasets` with `pip install datasets`. Then, ``` from datasets import load_dataset ds = load_dataset("HuggingFaceM4/Docmatix") ``` If you want the dataset to link to the pdf files as binaries instead of the images, do: ``` from datasets import load_dataset ds = load_dataset("HuggingFaceM4/Docmatix", "pdf") ``` ## Data fields An example of a sample looks as follows: ``` { "images" = [PIL.Image] "texts" = [ { "user": "What is the purpose of the Confirmation Statement mentioned in the document?", "assistant": "The purpose of the Confirmation Statement is to confirm that all information required to be delivered by the company to the registrar in relation to the confirmation period concerned has been delivered or is being delivered at the same time as the confirmation statement.", "source": "PDFA key: 244" }, { "user": "When was the filing received as per the document?", "assistant": "The filing was received for filing in Electronic Format on the 23/03/2021.", "source": "PDFA key: 244" }, ] } ``` In `images`, there is a list of up to 4 images, to be placed before the text. In `texts`, there is a conversation between a user and an assistant about the images that is represented by a list of turns. ## Comparison to other DocVQA datasets | Dataset | # images | # Q/A pairs | # tokens | |----------------------|----------|-------------|------------| | *Document visual question answering* | | **Docmatix** | **2,444,750**| **9,500,000** | **390,000,000**| | DocVQA | 10,189 | 39,463 | 337,829 | | TextCaps | 21,953 | 21,953 | 389,658 | | TextVQA | 21,953 | 34,602 | 181,918 | | ST-VQA | 17,247 | 23,121 | 127,846 | | OCR-VQA | 165,746 | 801,579 | 6,073,824 | | VisualMRC | 3,027 | 11,988 | 168,828 | | IAM | 5,663 | 5,663 | 144,216 | | InfoVQA | 2,118 | 10,074 | 61,048 | | Diagram image-to-text| 300 | 300 | 22,196 | # Citation **BibTeX:** ```bibtex @misc{laurençon2024building, title={Building and better understanding vision-language models: insights and future directions.}, author={Hugo Laurençon and Andrés Marafioti and Victor Sanh and Léo Tronchon}, year={2024}, eprint={2408.12637}, archivePrefix={arXiv}, primaryClass={cs.CV} } ```
Helsinki-NLP/news_commentary
Helsinki-NLP
"2024-02-29T15:28:06Z"
12,941
32
[ "task_categories:translation", "annotations_creators:found", "language_creators:found", "multilinguality:multilingual", "source_datasets:original", "language:ar", "language:cs", "language:de", "language:en", "language:es", "language:fr", "language:it", "language:ja", "language:nl", "language:pt", "language:ru", "language:zh", "license:unknown", "size_categories:1M<n<10M", "format:parquet", "modality:text", "library:datasets", "library:pandas", "library:mlcroissant", "library:polars", "region:us" ]
[ "translation" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - found language_creators: - found language: - ar - cs - de - en - es - fr - it - ja - nl - pt - ru - zh license: - unknown multilinguality: - multilingual size_categories: - 10K<n<100K source_datasets: - original task_categories: - translation task_ids: [] pretty_name: News-Commentary dataset_info: - config_name: ar-cs features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - cs splits: - name: train num_bytes: 51546388 num_examples: 52128 download_size: 28342257 dataset_size: 51546388 - config_name: ar-de features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - de splits: - name: train num_bytes: 69681335 num_examples: 68916 download_size: 37202855 dataset_size: 69681335 - config_name: ar-en features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - en splits: - name: train num_bytes: 80655165 num_examples: 83187 download_size: 42807620 dataset_size: 80655165 - config_name: ar-es features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - es splits: - name: train num_bytes: 79255889 num_examples: 78074 download_size: 42005622 dataset_size: 79255889 - config_name: ar-fr features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - fr splits: - name: train num_bytes: 71034977 num_examples: 69157 download_size: 37543169 dataset_size: 71034977 - config_name: ar-it features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - it splits: - name: train num_bytes: 17413426 num_examples: 17227 download_size: 9186088 dataset_size: 17413426 - config_name: ar-ja features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - ja splits: - name: train num_bytes: 661980 num_examples: 569 download_size: 354690 dataset_size: 661980 - config_name: ar-nl features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - nl splits: - name: train num_bytes: 9054122 num_examples: 9047 download_size: 4808380 dataset_size: 9054122 - config_name: ar-pt features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - pt splits: - name: train num_bytes: 11340050 num_examples: 11433 download_size: 6098489 dataset_size: 11340050 - config_name: ar-ru features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - ru splits: - name: train num_bytes: 105804195 num_examples: 84455 download_size: 52467607 dataset_size: 105804195 - config_name: ar-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - ar - zh splits: - name: train num_bytes: 65483120 num_examples: 66021 download_size: 36527030 dataset_size: 65483120 - config_name: cs-de features: - name: id dtype: string - name: translation dtype: translation: languages: - cs - de splits: - name: train num_bytes: 57470583 num_examples: 172706 download_size: 37013107 dataset_size: 57470583 - config_name: cs-en features: - name: id dtype: string - name: translation dtype: translation: languages: - cs - en splits: - name: train num_bytes: 54487658 num_examples: 177278 download_size: 35385370 dataset_size: 54487658 - config_name: cs-es features: - name: id dtype: string - name: translation dtype: translation: languages: - cs - es splits: - name: train num_bytes: 56794609 num_examples: 170489 download_size: 36325813 dataset_size: 56794609 - config_name: cs-fr features: - name: id dtype: string - name: translation dtype: translation: languages: - cs - fr splits: - name: train num_bytes: 50364657 num_examples: 148578 download_size: 31970167 dataset_size: 50364657 - config_name: cs-it features: - name: id dtype: string - name: translation dtype: translation: languages: - cs - it splits: - name: train num_bytes: 10441797 num_examples: 30547 download_size: 6651753 dataset_size: 10441797 - config_name: cs-ja features: - name: id dtype: string - name: translation dtype: translation: languages: - cs - ja splits: - name: train num_bytes: 487890 num_examples: 622 download_size: 304917 dataset_size: 487890 - config_name: cs-nl features: - name: id dtype: string - name: translation dtype: translation: languages: - cs - nl splits: - name: train num_bytes: 5860952 num_examples: 17358 download_size: 3727739 dataset_size: 5860952 - config_name: cs-pt features: - name: id dtype: string - name: translation dtype: translation: languages: - cs - pt splits: - name: train num_bytes: 6183701 num_examples: 18356 download_size: 3984228 dataset_size: 6183701 - config_name: cs-ru features: - name: id dtype: string - name: translation dtype: translation: languages: - cs - ru splits: - name: train num_bytes: 71185491 num_examples: 161133 download_size: 40217853 dataset_size: 71185491 - config_name: cs-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - cs - zh splits: - name: train num_bytes: 29971132 num_examples: 45424 download_size: 20270691 dataset_size: 29971132 - config_name: de-en features: - name: id dtype: string - name: translation dtype: translation: languages: - de - en splits: - name: train num_bytes: 73085175 num_examples: 223153 download_size: 45240694 dataset_size: 73085175 - config_name: de-es features: - name: id dtype: string - name: translation dtype: translation: languages: - de - es splits: - name: train num_bytes: 74708488 num_examples: 209839 download_size: 45574007 dataset_size: 74708488 - config_name: de-fr features: - name: id dtype: string - name: translation dtype: translation: languages: - de - fr splits: - name: train num_bytes: 67083671 num_examples: 185442 download_size: 40685965 dataset_size: 67083671 - config_name: de-it features: - name: id dtype: string - name: translation dtype: translation: languages: - de - it splits: - name: train num_bytes: 13993406 num_examples: 38961 download_size: 8509324 dataset_size: 13993406 - config_name: de-ja features: - name: id dtype: string - name: translation dtype: translation: languages: - de - ja splits: - name: train num_bytes: 465563 num_examples: 582 download_size: 281101 dataset_size: 465563 - config_name: de-nl features: - name: id dtype: string - name: translation dtype: translation: languages: - de - nl splits: - name: train num_bytes: 7645529 num_examples: 21439 download_size: 4664824 dataset_size: 7645529 - config_name: de-pt features: - name: id dtype: string - name: translation dtype: translation: languages: - de - pt splits: - name: train num_bytes: 7699047 num_examples: 21884 download_size: 4755247 dataset_size: 7699047 - config_name: de-ru features: - name: id dtype: string - name: translation dtype: translation: languages: - de - ru splits: - name: train num_bytes: 81811798 num_examples: 175905 download_size: 44732705 dataset_size: 81811798 - config_name: de-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - de - zh splits: - name: train num_bytes: 39044632 num_examples: 59020 download_size: 25362199 dataset_size: 39044632 - config_name: en-es features: - name: id dtype: string - name: translation dtype: translation: languages: - en - es splits: - name: train num_bytes: 78600501 num_examples: 238872 download_size: 48099801 dataset_size: 78600501 - config_name: en-fr features: - name: id dtype: string - name: translation dtype: translation: languages: - en - fr splits: - name: train num_bytes: 70339762 num_examples: 209479 download_size: 42791798 dataset_size: 70339762 - config_name: en-it features: - name: id dtype: string - name: translation dtype: translation: languages: - en - it splits: - name: train num_bytes: 14213912 num_examples: 40009 download_size: 8519809 dataset_size: 14213912 - config_name: en-ja features: - name: id dtype: string - name: translation dtype: translation: languages: - en - ja splits: - name: train num_bytes: 485472 num_examples: 637 download_size: 292084 dataset_size: 485472 - config_name: en-nl features: - name: id dtype: string - name: translation dtype: translation: languages: - en - nl splits: - name: train num_bytes: 7316575 num_examples: 19399 download_size: 4313377 dataset_size: 7316575 - config_name: en-pt features: - name: id dtype: string - name: translation dtype: translation: languages: - en - pt splits: - name: train num_bytes: 9238783 num_examples: 25929 download_size: 5612678 dataset_size: 9238783 - config_name: en-ru features: - name: id dtype: string - name: translation dtype: translation: languages: - en - ru splits: - name: train num_bytes: 83282240 num_examples: 190104 download_size: 45349681 dataset_size: 83282240 - config_name: en-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - en - zh splits: - name: train num_bytes: 44596003 num_examples: 69206 download_size: 28997427 dataset_size: 44596003 - config_name: es-fr features: - name: id dtype: string - name: translation dtype: translation: languages: - es - fr splits: - name: train num_bytes: 71025693 num_examples: 195241 download_size: 42650193 dataset_size: 71025693 - config_name: es-it features: - name: id dtype: string - name: translation dtype: translation: languages: - es - it splits: - name: train num_bytes: 15139576 num_examples: 41497 download_size: 9097532 dataset_size: 15139576 - config_name: es-ja features: - name: id dtype: string - name: translation dtype: translation: languages: - es - ja splits: - name: train num_bytes: 484451 num_examples: 602 download_size: 289298 dataset_size: 484451 - config_name: es-nl features: - name: id dtype: string - name: translation dtype: translation: languages: - es - nl splits: - name: train num_bytes: 7560087 num_examples: 21012 download_size: 4572049 dataset_size: 7560087 - config_name: es-pt features: - name: id dtype: string - name: translation dtype: translation: languages: - es - pt splits: - name: train num_bytes: 9195649 num_examples: 25551 download_size: 5633226 dataset_size: 9195649 - config_name: es-ru features: - name: id dtype: string - name: translation dtype: translation: languages: - es - ru splits: - name: train num_bytes: 84345622 num_examples: 180217 download_size: 45710609 dataset_size: 84345622 - config_name: es-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - es - zh splits: - name: train num_bytes: 43939929 num_examples: 65424 download_size: 28264415 dataset_size: 43939929 - config_name: fr-it features: - name: id dtype: string - name: translation dtype: translation: languages: - fr - it splits: - name: train num_bytes: 14216031 num_examples: 38485 download_size: 8499047 dataset_size: 14216031 - config_name: fr-ja features: - name: id dtype: string - name: translation dtype: translation: languages: - fr - ja splits: - name: train num_bytes: 418176 num_examples: 519 download_size: 251240 dataset_size: 418176 - config_name: fr-nl features: - name: id dtype: string - name: translation dtype: translation: languages: - fr - nl splits: - name: train num_bytes: 7603467 num_examples: 20898 download_size: 4553502 dataset_size: 7603467 - config_name: fr-pt features: - name: id dtype: string - name: translation dtype: translation: languages: - fr - pt splits: - name: train num_bytes: 9261133 num_examples: 25642 download_size: 5614816 dataset_size: 9261133 - config_name: fr-ru features: - name: id dtype: string - name: translation dtype: translation: languages: - fr - ru splits: - name: train num_bytes: 75967049 num_examples: 160740 download_size: 41078195 dataset_size: 75967049 - config_name: fr-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - fr - zh splits: - name: train num_bytes: 40143999 num_examples: 59060 download_size: 25753128 dataset_size: 40143999 - config_name: it-nl features: - name: id dtype: string - name: translation dtype: translation: languages: - it - nl splits: - name: train num_bytes: 5380888 num_examples: 15428 download_size: 3279009 dataset_size: 5380888 - config_name: it-pt features: - name: id dtype: string - name: translation dtype: translation: languages: - it - pt splits: - name: train num_bytes: 3988546 num_examples: 11407 download_size: 2432377 dataset_size: 3988546 - config_name: it-ru features: - name: id dtype: string - name: translation dtype: translation: languages: - it - ru splits: - name: train num_bytes: 12915037 num_examples: 27267 download_size: 7009784 dataset_size: 12915037 - config_name: it-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - it - zh splits: - name: train num_bytes: 9676732 num_examples: 14652 download_size: 6219158 dataset_size: 9676732 - config_name: ja-ru features: - name: id dtype: string - name: translation dtype: translation: languages: - ja - ru splits: - name: train num_bytes: 596154 num_examples: 586 download_size: 324916 dataset_size: 596154 - config_name: ja-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - ja - zh splits: - name: train num_bytes: 462673 num_examples: 570 download_size: 290801 dataset_size: 462673 - config_name: nl-pt features: - name: id dtype: string - name: translation dtype: translation: languages: - nl - pt splits: - name: train num_bytes: 3612315 num_examples: 10598 download_size: 2204974 dataset_size: 3612315 - config_name: nl-ru features: - name: id dtype: string - name: translation dtype: translation: languages: - nl - ru splits: - name: train num_bytes: 8933781 num_examples: 19112 download_size: 4857132 dataset_size: 8933781 - config_name: nl-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - nl - zh splits: - name: train num_bytes: 5509058 num_examples: 8433 download_size: 3573395 dataset_size: 5509058 - config_name: pt-ru features: - name: id dtype: string - name: translation dtype: translation: languages: - pt - ru splits: - name: train num_bytes: 8645451 num_examples: 18458 download_size: 4739066 dataset_size: 8645451 - config_name: pt-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - pt - zh splits: - name: train num_bytes: 7152750 num_examples: 10873 download_size: 4668616 dataset_size: 7152750 - config_name: ru-zh features: - name: id dtype: string - name: translation dtype: translation: languages: - ru - zh splits: - name: train num_bytes: 43112764 num_examples: 47687 download_size: 24587160 dataset_size: 43112764 configs: - config_name: ar-cs data_files: - split: train path: ar-cs/train-* - config_name: ar-de data_files: - split: train path: ar-de/train-* - config_name: ar-en data_files: - split: train path: ar-en/train-* - config_name: ar-es data_files: - split: train path: ar-es/train-* - config_name: ar-fr data_files: - split: train path: ar-fr/train-* - config_name: ar-it data_files: - split: train path: ar-it/train-* - config_name: ar-ja data_files: - split: train path: ar-ja/train-* - config_name: ar-nl data_files: - split: train path: ar-nl/train-* - config_name: ar-pt data_files: - split: train path: ar-pt/train-* - config_name: ar-ru data_files: - split: train path: ar-ru/train-* - config_name: ar-zh data_files: - split: train path: ar-zh/train-* - config_name: cs-de data_files: - split: train path: cs-de/train-* - config_name: cs-en data_files: - split: train path: cs-en/train-* - config_name: cs-es data_files: - split: train path: cs-es/train-* - config_name: cs-fr data_files: - split: train path: cs-fr/train-* - config_name: cs-it data_files: - split: train path: cs-it/train-* - config_name: cs-ja data_files: - split: train path: cs-ja/train-* - config_name: cs-nl data_files: - split: train path: cs-nl/train-* - config_name: cs-pt data_files: - split: train path: cs-pt/train-* - config_name: cs-ru data_files: - split: train path: cs-ru/train-* - config_name: cs-zh data_files: - split: train path: cs-zh/train-* - config_name: de-en data_files: - split: train path: de-en/train-* - config_name: de-es data_files: - split: train path: de-es/train-* - config_name: de-fr data_files: - split: train path: de-fr/train-* - config_name: de-it data_files: - split: train path: de-it/train-* - config_name: de-ja data_files: - split: train path: de-ja/train-* - config_name: de-nl data_files: - split: train path: de-nl/train-* - config_name: de-pt data_files: - split: train path: de-pt/train-* - config_name: de-ru data_files: - split: train path: de-ru/train-* - config_name: de-zh data_files: - split: train path: de-zh/train-* - config_name: en-es data_files: - split: train path: en-es/train-* - config_name: en-fr data_files: - split: train path: en-fr/train-* - config_name: en-it data_files: - split: train path: en-it/train-* - config_name: en-ja data_files: - split: train path: en-ja/train-* - config_name: en-nl data_files: - split: train path: en-nl/train-* - config_name: en-pt data_files: - split: train path: en-pt/train-* - config_name: en-ru data_files: - split: train path: en-ru/train-* - config_name: en-zh data_files: - split: train path: en-zh/train-* - config_name: es-fr data_files: - split: train path: es-fr/train-* - config_name: es-it data_files: - split: train path: es-it/train-* - config_name: es-ja data_files: - split: train path: es-ja/train-* - config_name: es-nl data_files: - split: train path: es-nl/train-* - config_name: es-pt data_files: - split: train path: es-pt/train-* - config_name: es-ru data_files: - split: train path: es-ru/train-* - config_name: es-zh data_files: - split: train path: es-zh/train-* - config_name: fr-it data_files: - split: train path: fr-it/train-* - config_name: fr-ja data_files: - split: train path: fr-ja/train-* - config_name: fr-nl data_files: - split: train path: fr-nl/train-* - config_name: fr-pt data_files: - split: train path: fr-pt/train-* - config_name: fr-ru data_files: - split: train path: fr-ru/train-* - config_name: fr-zh data_files: - split: train path: fr-zh/train-* - config_name: it-nl data_files: - split: train path: it-nl/train-* - config_name: it-pt data_files: - split: train path: it-pt/train-* - config_name: it-ru data_files: - split: train path: it-ru/train-* - config_name: it-zh data_files: - split: train path: it-zh/train-* - config_name: ja-ru data_files: - split: train path: ja-ru/train-* - config_name: ja-zh data_files: - split: train path: ja-zh/train-* - config_name: nl-pt data_files: - split: train path: nl-pt/train-* - config_name: nl-ru data_files: - split: train path: nl-ru/train-* - config_name: nl-zh data_files: - split: train path: nl-zh/train-* - config_name: pt-ru data_files: - split: train path: pt-ru/train-* - config_name: pt-zh data_files: - split: train path: pt-zh/train-* - config_name: ru-zh data_files: - split: train path: ru-zh/train-* --- # Dataset Card for OPUS News-Commentary ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** https://opus.nlpl.eu/News-Commentary/corpus/version/News-Commentary - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Paper:** https://aclanthology.org/L12-1246/ - **Leaderboard:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Dataset Summary [More Information Needed] ### Supported Tasks and Leaderboards [More Information Needed] ### Languages [More Information Needed] ## Dataset Structure ### Data Instances [More Information Needed] ### Data Fields [More Information Needed] ### Data Splits [More Information Needed] ## Dataset Creation ### Curation Rationale [More Information Needed] ### Source Data [More Information Needed] #### Initial Data Collection and Normalization [More Information Needed] #### Who are the source language producers? [More Information Needed] ### Annotations [More Information Needed] #### Annotation process [More Information Needed] #### Who are the annotators? [More Information Needed] ### Personal and Sensitive Information [More Information Needed] ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed] ### Discussion of Biases [More Information Needed] ### Other Known Limitations [More Information Needed] ## Additional Information ### Dataset Curators [More Information Needed] ### Licensing Information [More Information Needed] ### Citation Information Please cite the following article if you use any part of the OPUS corpus in your own work: ```bibtex @inproceedings{tiedemann-2012-parallel, title = "Parallel Data, Tools and Interfaces in {OPUS}", author = {Tiedemann, J{\"o}rg}, editor = "Calzolari, Nicoletta and Choukri, Khalid and Declerck, Thierry and Do{\u{g}}an, Mehmet U{\u{g}}ur and Maegaard, Bente and Mariani, Joseph and Moreno, Asuncion and Odijk, Jan and Piperidis, Stelios", booktitle = "Proceedings of the Eighth International Conference on Language Resources and Evaluation ({LREC}'12)", month = may, year = "2012", address = "Istanbul, Turkey", publisher = "European Language Resources Association (ELRA)", url = "http://www.lrec-conf.org/proceedings/lrec2012/pdf/463_Paper.pdf", pages = "2214--2218", } ``` ### Contributions Thanks to [@abhishekkrthakur](https://github.com/abhishekkrthakur) for adding this dataset.
Weyaxi/huggingface-leaderboard
Weyaxi
"2025-02-16T01:26:36Z"
12,904
10
[ "region:us" ]
null
"2023-10-19T10:40:57Z"
--- viewer: false --- # Huggingface Leaderboard's History Dataset 🏆 This is the history dataset of [Huggingface Leaderboard](https://huggingface.co/spaces/Weyaxi/huggingface-leaderboard). 🗒️ This dataset contains full dataframes in a CSV file for each time lapse. ⌛ This dataset is automatically updated when space restarts. (Which is approximately every 6 hours) ## Leaderboard Link 🔗 [Weyaxi/huggingface-leaderboard](https://huggingface.co/spaces/Weyaxi/huggingface-leaderboard)
Anthropic/hh-rlhf
Anthropic
"2023-05-26T18:47:34Z"
12,860
1,267
[ "license:mit", "size_categories:100K<n<1M", "format:json", "modality:text", "library:datasets", "library:dask", "library:mlcroissant", "library:polars", "arxiv:2204.05862", "region:us", "human-feedback" ]
null
"2022-12-08T20:11:33Z"
--- license: mit tags: - human-feedback --- # Dataset Card for HH-RLHF ## Dataset Summary This repository provides access to two different kinds of data: 1. Human preference data about helpfulness and harmlessness from [Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback](https://arxiv.org/abs/2204.05862). These data are meant to train preference (or reward) models for subsequent RLHF training. These data are *not* meant for supervised training of dialogue agents. Training dialogue agents on these data is likely to lead to harmful models and this shold be avoided. 2. Human-generated and annotated red teaming dialogues from [Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned](https://www.anthropic.com/red_teaming.pdf). These data are meant to understand how crowdworkers red team models and what types of red team attacks are succesful or not. The data are *not* meant for fine-tuning or preference modeling (use the data above for preference modeling). These data are entire transcripts of conversations that are derived from the harmlessness preference modeling data described above, where only the chosen response is incorporated into the overall transcript. Furthermore, the transcripts are annotated with human and automated measurements of how harmful the overall dialogues are. **Disclaimer**: The data (especially the harmlessness preference data and the red team data) contain content that may be offensive or upsetting. Topics include, but are not limited to, discriminatory language and discussions of abuse, violence, self-harm, exploitation, and other potentially upsetting subject matter. Please only engage with the data in accordance with your own personal risk tolerance. The data are intended for research purposes, especially research that can make models *less* harmful. The views expressed in the data do not reflect the views of Anthropic or any of its employees. As mentioned above, these data are *not* intended for training dialogue agents as this will likely lead to harmful model behavior. Each of these datasets are described further below. ## Human preference data about helpfulness and harmlessness (PM Data) The data are described in the paper: [Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback](https://arxiv.org/abs/2204.05862). If you find the data useful, please cite the paper. The data format is very simple -- each line of the jsonl files contains a pair of texts, one "chosen" and one "rejected". For **helpfulness**, the data are grouped into train/test splits in three tranches: from our base models (context-distilled 52B language models), via rejection sampling (mostly with best-of-16 sampling) against an early preference model, and a dataset sampled during our iterated "online" process. For **harmlessness**, the data are only collected for our base models, but otherwise formatted in the same way. Details about the data collection process and crowdworker population can be found in the paper, specifically in section 2 and appendix D. ## Red teaming data (not PM Data) The data are described in the paper: [Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned](https://www.anthropic.com/red_teaming.pdf). If you find the data useful, please cite the paper. At a high level these data can be examined to understand what succesful red team attempts look like. Details about the data and data collection procedures can be found in the Datasheet in the appendix of the paper. Each line of the jsonl file contains a dictionary with the following fields: - `transcript` a text transcript of a conversation between a human adversary (red team member) and an AI assistant - `min_harmlessness_score_transcript` a real value score of the harmlessness of the AI assistant (lower is more harmful) as obtained from a preference model - `num_params` number of parameters in the language model powering the AI assistant - `model_type` type of model powering the AI assistant - `rating` the red team member's rating of how successful they were at breaking the AI assistant (Likert scale, higher is more successful) - `task_description` a short text description written by the red team member about how they tried to red team the AI assistant - `task_description_harmlessness_score` a real value score of the harmlessness of the task description (lower is more harmful) as obtained from a preference model - `red_team_member_id` an arbitrary identifier of the red team member. one red team member can generate multiple red team attacks - `is_upworker` a binary indicator that is true if the red team member was from the crowd platform Upwork or false if they were from MTurk - `tags` a list of up to 6 tags per transcript. tags are short descriptions of the red team attempts generated by crowdworkers who reviewed red team data post-hoc. tags were only provided for a random sample of 1000 red team attempts for two of four model types. ## Usage Each of the above datasets is located in a separate sub-directory. To load an individual subset, use the `data_dir` argument of the `load_dataset()` function as follows: ```python from datasets import load_dataset # Load all helpfulness/harmless subsets (share the same schema) dataset = load_dataset("Anthropic/hh-rlhf") # Load one of the harmless subsets dataset = load_dataset("Anthropic/hh-rlhf", data_dir="harmless-base") # Load the red teaming subset dataset = load_dataset("Anthropic/hh-rlhf", data_dir="red-team-attempts") ``` ## Contact The original authors host this dataset on GitHub here: https://github.com/anthropics/hh-rlhf You can submit inquiries to: redteam@anthropic.com
Salesforce/lotsa_data
Salesforce
"2025-01-21T09:25:00Z"
12,855
64
[ "license:apache-2.0", "size_categories:1M<n<10M", "format:arrow", "modality:text", "modality:timeseries", "library:datasets", "library:mlcroissant", "arxiv:2402.02592", "region:us" ]
null
"2024-02-22T03:12:11Z"
--- license: apache-2.0 configs: - config_name: default data_files: - split: train path: "*/*.arrow" - config_name: "BEIJING_SUBWAY_30MIN" data_files: - split: train path: "BEIJING_SUBWAY_30MIN/*.arrow" - config_name: "HZMETRO" data_files: - split: train path: "HZMETRO/*.arrow" - config_name: "LOOP_SEATTLE" data_files: - split: train path: "LOOP_SEATTLE/*.arrow" - config_name: "LOS_LOOP" data_files: - split: train path: "LOS_LOOP/*.arrow" - config_name: "M_DENSE" data_files: - split: train path: "M_DENSE/*.arrow" - config_name: "PEMS03" data_files: - split: train path: "PEMS03/*.arrow" - config_name: "PEMS04" data_files: - split: train path: "PEMS04/*.arrow" - config_name: "PEMS07" data_files: - split: train path: "PEMS07/*.arrow" - config_name: "PEMS08" data_files: - split: train path: "PEMS08/*.arrow" - config_name: "PEMS_BAY" data_files: - split: train path: "PEMS_BAY/*.arrow" - config_name: "Q-TRAFFIC" data_files: - split: train path: "Q-TRAFFIC/*.arrow" - config_name: "SHMETRO" data_files: - split: train path: "SHMETRO/*.arrow" - config_name: "SZ_TAXI" data_files: - split: train path: "SZ_TAXI/*.arrow" - config_name: "alibaba_cluster_trace_2018" data_files: - split: train path: "alibaba_cluster_trace_2018/*.arrow" - config_name: "australian_electricity_demand" data_files: - split: train path: "australian_electricity_demand/*.arrow" - config_name: "azure_vm_traces_2017" data_files: - split: train path: "azure_vm_traces_2017/*.arrow" - config_name: "bdg-2_bear" data_files: - split: train path: "bdg-2_bear/*.arrow" - config_name: "bdg-2_fox" data_files: - split: train path: "bdg-2_fox/*.arrow" - config_name: "bdg-2_panther" data_files: - split: train path: "bdg-2_panther/*.arrow" - config_name: "bdg-2_rat" data_files: - split: train path: "bdg-2_rat/*.arrow" - config_name: "beijing_air_quality" data_files: - split: train path: "beijing_air_quality/*.arrow" - config_name: "bitcoin_with_missing" data_files: - split: train path: "bitcoin_with_missing/*.arrow" - config_name: "borealis" data_files: - split: train path: "borealis/*.arrow" - config_name: "borg_cluster_data_2011" data_files: - split: train path: "borg_cluster_data_2011/*.arrow" - config_name: "buildings_900k" data_files: - split: train path: "buildings_900k/*.arrow" - config_name: "bull" data_files: - split: train path: "bull/*.arrow" - config_name: "car_parts_with_missing" data_files: - split: train path: "car_parts_with_missing/*.arrow" - config_name: "cdc_fluview_ilinet" data_files: - split: train path: "cdc_fluview_ilinet/*.arrow" - config_name: "cdc_fluview_who_nrevss" data_files: - split: train path: "cdc_fluview_who_nrevss/*.arrow" - config_name: "china_air_quality" data_files: - split: train path: "china_air_quality/*.arrow" - config_name: "cif_2016_12" data_files: - split: train path: "cif_2016_12/*.arrow" - config_name: "cif_2016_6" data_files: - split: train path: "cif_2016_6/*.arrow" - config_name: "cmip6" data_files: - split: train path: "cmip6_*/*.arrow" - config_name: "cmip6_1850" data_files: - split: train path: "cmip6_1850/*.arrow" - config_name: "cmip6_1855" data_files: - split: train path: "cmip6_1855/*.arrow" - config_name: "cmip6_1860" data_files: - split: train path: "cmip6_1860/*.arrow" - config_name: "cmip6_1865" data_files: - split: train path: "cmip6_1865/*.arrow" - config_name: "cmip6_1870" data_files: - split: train path: "cmip6_1870/*.arrow" - config_name: "cmip6_1875" data_files: - split: train path: "cmip6_1875/*.arrow" - config_name: "cmip6_1880" data_files: - split: train path: "cmip6_1880/*.arrow" - config_name: "cmip6_1885" data_files: - split: train path: "cmip6_1885/*.arrow" - config_name: "cmip6_1890" data_files: - split: train path: "cmip6_1890/*.arrow" - config_name: "cmip6_1895" data_files: - split: train path: "cmip6_1895/*.arrow" - config_name: "cmip6_1900" data_files: - split: train path: "cmip6_1900/*.arrow" - config_name: "cmip6_1905" data_files: - split: train path: "cmip6_1905/*.arrow" - config_name: "cmip6_1910" data_files: - split: train path: "cmip6_1910/*.arrow" - config_name: "cmip6_1915" data_files: - split: train path: "cmip6_1915/*.arrow" - config_name: "cmip6_1920" data_files: - split: train path: "cmip6_1920/*.arrow" - config_name: "cmip6_1925" data_files: - split: train path: "cmip6_1925/*.arrow" - config_name: "cmip6_1930" data_files: - split: train path: "cmip6_1930/*.arrow" - config_name: "cmip6_1935" data_files: - split: train path: "cmip6_1935/*.arrow" - config_name: "cmip6_1940" data_files: - split: train path: "cmip6_1940/*.arrow" - config_name: "cmip6_1945" data_files: - split: train path: "cmip6_1945/*.arrow" - config_name: "cmip6_1950" data_files: - split: train path: "cmip6_1950/*.arrow" - config_name: "cmip6_1955" data_files: - split: train path: "cmip6_1955/*.arrow" - config_name: "cmip6_1960" data_files: - split: train path: "cmip6_1960/*.arrow" - config_name: "cmip6_1965" data_files: - split: train path: "cmip6_1965/*.arrow" - config_name: "cmip6_1970" data_files: - split: train path: "cmip6_1970/*.arrow" - config_name: "cmip6_1975" data_files: - split: train path: "cmip6_1975/*.arrow" - config_name: "cmip6_1980" data_files: - split: train path: "cmip6_1980/*.arrow" - config_name: "cmip6_1985" data_files: - split: train path: "cmip6_1985/*.arrow" - config_name: "cmip6_1990" data_files: - split: train path: "cmip6_1990/*.arrow" - config_name: "cmip6_1995" data_files: - split: train path: "cmip6_1995/*.arrow" - config_name: "cmip6_2000" data_files: - split: train path: "cmip6_2000/*.arrow" - config_name: "cmip6_2005" data_files: - split: train path: "cmip6_2005/*.arrow" - config_name: "cmip6_2010" data_files: - split: train path: "cmip6_2010/*.arrow" - config_name: "cockatoo" data_files: - split: train path: "cockatoo/*.arrow" - config_name: "covid19_energy" data_files: - split: train path: "covid19_energy/*.arrow" - config_name: "covid_deaths" data_files: - split: train path: "covid_deaths/*.arrow" - config_name: "covid_mobility" data_files: - split: train path: "covid_mobility/*.arrow" - config_name: "elecdemand" data_files: - split: train path: "elecdemand/*.arrow" - config_name: "elf" data_files: - split: train path: "elf/*.arrow" - config_name: "era5" data_files: - split: train path: "era5_*/*.arrow" - config_name: "era5_1989" data_files: - split: train path: "era5_1989/*.arrow" - config_name: "era5_1990" data_files: - split: train path: "era5_1990/*.arrow" - config_name: "era5_1991" data_files: - split: train path: "era5_1991/*.arrow" - config_name: "era5_1992" data_files: - split: train path: "era5_1992/*.arrow" - config_name: "era5_1993" data_files: - split: train path: "era5_1993/*.arrow" - config_name: "era5_1994" data_files: - split: train path: "era5_1994/*.arrow" - config_name: "era5_1995" data_files: - split: train path: "era5_1995/*.arrow" - config_name: "era5_1996" data_files: - split: train path: "era5_1996/*.arrow" - config_name: "era5_1997" data_files: - split: train path: "era5_1997/*.arrow" - config_name: "era5_1998" data_files: - split: train path: "era5_1998/*.arrow" - config_name: "era5_1999" data_files: - split: train path: "era5_1999/*.arrow" - config_name: "era5_2000" data_files: - split: train path: "era5_2000/*.arrow" - config_name: "era5_2001" data_files: - split: train path: "era5_2001/*.arrow" - config_name: "era5_2002" data_files: - split: train path: "era5_2002/*.arrow" - config_name: "era5_2003" data_files: - split: train path: "era5_2003/*.arrow" - config_name: "era5_2004" data_files: - split: train path: "era5_2004/*.arrow" - config_name: "era5_2005" data_files: - split: train path: "era5_2005/*.arrow" - config_name: "era5_2006" data_files: - split: train path: "era5_2006/*.arrow" - config_name: "era5_2007" data_files: - split: train path: "era5_2007/*.arrow" - config_name: "era5_2008" data_files: - split: train path: "era5_2008/*.arrow" - config_name: "era5_2009" data_files: - split: train path: "era5_2009/*.arrow" - config_name: "era5_2010" data_files: - split: train path: "era5_2010/*.arrow" - config_name: "era5_2011" data_files: - split: train path: "era5_2011/*.arrow" - config_name: "era5_2012" data_files: - split: train path: "era5_2012/*.arrow" - config_name: "era5_2013" data_files: - split: train path: "era5_2013/*.arrow" - config_name: "era5_2014" data_files: - split: train path: "era5_2014/*.arrow" - config_name: "era5_2015" data_files: - split: train path: "era5_2015/*.arrow" - config_name: "era5_2016" data_files: - split: train path: "era5_2016/*.arrow" - config_name: "era5_2017" data_files: - split: train path: "era5_2017/*.arrow" - config_name: "era5_2018" data_files: - split: train path: "era5_2018/*.arrow" - config_name: "extended_web_traffic_with_missing" data_files: - split: train path: "extended_web_traffic_with_missing/*.arrow" - config_name: "favorita_sales" data_files: - split: train path: "favorita_sales/*.arrow" - config_name: "favorita_transactions" data_files: - split: train path: "favorita_transactions/*.arrow" - config_name: "fred_md" data_files: - split: train path: "fred_md/*.arrow" - config_name: "gfc12_load" data_files: - split: train path: "gfc12_load/*.arrow" - config_name: "gfc14_load" data_files: - split: train path: "gfc14_load/*.arrow" - config_name: "gfc17_load" data_files: - split: train path: "gfc17_load/*.arrow" - config_name: "godaddy" data_files: - split: train path: "godaddy/*.arrow" - config_name: "hierarchical_sales" data_files: - split: train path: "hierarchical_sales/*.arrow" - config_name: "hog" data_files: - split: train path: "hog/*.arrow" - config_name: "hospital" data_files: - split: train path: "hospital/*.arrow" - config_name: "ideal" data_files: - split: train path: "ideal/*.arrow" - config_name: "kaggle_web_traffic_weekly" data_files: - split: train path: "kaggle_web_traffic_weekly/*.arrow" - config_name: "kdd2022" data_files: - split: train path: "kdd2022/*.arrow" - config_name: "kdd_cup_2018_with_missing" data_files: - split: train path: "kdd_cup_2018_with_missing/*.arrow" - config_name: "largest" data_files: - split: train path: "largest_*/*.arrow" - config_name: "largest_2017" data_files: - split: train path: "largest_2017/*.arrow" - config_name: "largest_2018" data_files: - split: train path: "largest_2018/*.arrow" - config_name: "largest_2019" data_files: - split: train path: "largest_2019/*.arrow" - config_name: "largest_2020" data_files: - split: train path: "largest_2020/*.arrow" - config_name: "largest_2021" data_files: - split: train path: "largest_2021/*.arrow" - config_name: "lcl" data_files: - split: train path: "lcl/*.arrow" - config_name: "london_smart_meters_with_missing" data_files: - split: train path: "london_smart_meters_with_missing/*.arrow" - config_name: "m1_monthly" data_files: - split: train path: "m1_monthly/*.arrow" - config_name: "m1_quarterly" data_files: - split: train path: "m1_quarterly/*.arrow" - config_name: "m1_yearly" data_files: - split: train path: "m1_yearly/*.arrow" - config_name: "m4_daily" data_files: - split: train path: "m4_daily/*.arrow" - config_name: "m4_hourly" data_files: - split: train path: "m4_hourly/*.arrow" - config_name: "m4_monthly" data_files: - split: train path: "m4_monthly/*.arrow" - config_name: "m4_quarterly" data_files: - split: train path: "m4_quarterly/*.arrow" - config_name: "m4_weekly" data_files: - split: train path: "m4_weekly/*.arrow" - config_name: "m4_yearly" data_files: - split: train path: "m4_yearly/*.arrow" - config_name: "m5" data_files: - split: train path: "m5/*.arrow" - config_name: "monash_m3_monthly" data_files: - split: train path: "monash_m3_monthly/*.arrow" - config_name: "monash_m3_other" data_files: - split: train path: "monash_m3_other/*.arrow" - config_name: "monash_m3_quarterly" data_files: - split: train path: "monash_m3_quarterly/*.arrow" - config_name: "monash_m3_yearly" data_files: - split: train path: "monash_m3_yearly/*.arrow" - config_name: "nn5_daily_with_missing" data_files: - split: train path: "nn5_daily_with_missing/*.arrow" - config_name: "nn5_weekly" data_files: - split: train path: "nn5_weekly/*.arrow" - config_name: "oikolab_weather" data_files: - split: train path: "oikolab_weather/*.arrow" - config_name: "pdb" data_files: - split: train path: "pdb/*.arrow" - config_name: "pedestrian_counts" data_files: - split: train path: "pedestrian_counts/*.arrow" - config_name: "project_tycho" data_files: - split: train path: "project_tycho/*.arrow" - config_name: "residential_load_power" data_files: - split: train path: "residential_load_power/*.arrow" - config_name: "residential_pv_power" data_files: - split: train path: "residential_pv_power/*.arrow" - config_name: "restaurant" data_files: - split: train path: "restaurant/*.arrow" - config_name: "rideshare_with_missing" data_files: - split: train path: "rideshare_with_missing/*.arrow" - config_name: "saugeenday" data_files: - split: train path: "saugeenday/*.arrow" - config_name: "sceaux" data_files: - split: train path: "sceaux/*.arrow" - config_name: "smart" data_files: - split: train path: "smart/*.arrow" - config_name: "solar_power" data_files: - split: train path: "solar_power/*.arrow" - config_name: "spain" data_files: - split: train path: "spain/*.arrow" - config_name: "subseasonal" data_files: - split: train path: "subseasonal/*.arrow" - config_name: "subseasonal_precip" data_files: - split: train path: "subseasonal_precip/*.arrow" - config_name: "sunspot_with_missing" data_files: - split: train path: "sunspot_with_missing/*.arrow" - config_name: "taxi_30min" data_files: - split: train path: "taxi_30min/*.arrow" - config_name: "temperature_rain_with_missing" data_files: - split: train path: "temperature_rain_with_missing/*.arrow" - config_name: "tourism_monthly" data_files: - split: train path: "tourism_monthly/*.arrow" - config_name: "tourism_quarterly" data_files: - split: train path: "tourism_quarterly/*.arrow" - config_name: "tourism_yearly" data_files: - split: train path: "tourism_yearly/*.arrow" - config_name: "traffic_hourly" data_files: - split: train path: "traffic_hourly/*.arrow" - config_name: "traffic_weekly" data_files: - split: train path: "traffic_weekly/*.arrow" - config_name: "uber_tlc_daily" data_files: - split: train path: "uber_tlc_daily/*.arrow" - config_name: "uber_tlc_hourly" data_files: - split: train path: "uber_tlc_hourly/*.arrow" - config_name: "us_births" data_files: - split: train path: "us_births/*.arrow" - config_name: "vehicle_trips_with_missing" data_files: - split: train path: "vehicle_trips_with_missing/*.arrow" - config_name: "weather" data_files: - split: train path: "weather/*.arrow" - config_name: "wiki-rolling_nips" data_files: - split: train path: "wiki-rolling_nips/*.arrow" - config_name: "wind_farms_with_missing" data_files: - split: train path: "wind_farms_with_missing/*.arrow" - config_name: "wind_power" data_files: - split: train path: "wind_power/*.arrow" --- # LOTSA Data The Large-scale Open Time Series Archive (LOTSA) is a collection of open time series datasets for time series forecasting. It was collected for the purpose of pre-training Large Time Series Models. See the [paper](https://arxiv.org/abs/2402.02592) and [codebase](https://github.com/SalesforceAIResearch/uni2ts) for more information. ## Citation <!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. --> If you're using LOTSA data in your research or applications, please cite it using this BibTeX: **BibTeX:** ```markdown @article{woo2024unified, title={Unified Training of Universal Time Series Forecasting Transformers}, author={Woo, Gerald and Liu, Chenghao and Kumar, Akshat and Xiong, Caiming and Savarese, Silvio and Sahoo, Doyen}, journal={arXiv preprint arXiv:2402.02592}, year={2024} } ``` ## Ethical Considerations This release is for research purposes only in support of an academic paper. Our models, datasets, and code are not specifically designed or evaluated for all downstream purposes. We strongly recommend users evaluate and address potential concerns related to accuracy, safety, and fairness before deploying this model. We encourage users to consider the common limitations of AI, comply with applicable laws, and leverage best practices when selecting use cases, particularly for high-risk scenarios where errors or misuse could significantly impact people’s lives, rights, or safety. For further guidance on use cases, refer to our AUP and AI AUP.
Samsung/samsum
Samsung
"2024-01-18T11:15:13Z"
12,849
321
[ "task_categories:summarization", "annotations_creators:expert-generated", "language_creators:expert-generated", "multilinguality:monolingual", "source_datasets:original", "language:en", "license:cc-by-nc-nd-4.0", "size_categories:10K<n<100K", "arxiv:1911.12237", "region:us", "conversations-summarization" ]
[ "summarization" ]
"2022-03-02T23:29:22Z"
--- annotations_creators: - expert-generated language_creators: - expert-generated language: - en license: - cc-by-nc-nd-4.0 multilinguality: - monolingual size_categories: - 10K<n<100K source_datasets: - original task_categories: - summarization task_ids: [] paperswithcode_id: samsum-corpus pretty_name: SAMSum Corpus tags: - conversations-summarization dataset_info: features: - name: id dtype: string - name: dialogue dtype: string - name: summary dtype: string config_name: samsum splits: - name: train num_bytes: 9479141 num_examples: 14732 - name: test num_bytes: 534492 num_examples: 819 - name: validation num_bytes: 516431 num_examples: 818 download_size: 2944100 dataset_size: 10530064 train-eval-index: - config: samsum task: summarization task_id: summarization splits: eval_split: test col_mapping: dialogue: text summary: target --- # Dataset Card for SAMSum Corpus ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** https://arxiv.org/abs/1911.12237v2 - **Repository:** [Needs More Information] - **Paper:** https://arxiv.org/abs/1911.12237v2 - **Leaderboard:** [Needs More Information] - **Point of Contact:** [Needs More Information] ### Dataset Summary The SAMSum dataset contains about 16k messenger-like conversations with summaries. Conversations were created and written down by linguists fluent in English. Linguists were asked to create conversations similar to those they write on a daily basis, reflecting the proportion of topics of their real-life messenger convesations. The style and register are diversified - conversations could be informal, semi-formal or formal, they may contain slang words, emoticons and typos. Then, the conversations were annotated with summaries. It was assumed that summaries should be a concise brief of what people talked about in the conversation in third person. The SAMSum dataset was prepared by Samsung R&D Institute Poland and is distributed for research purposes (non-commercial licence: CC BY-NC-ND 4.0). ### Supported Tasks and Leaderboards [Needs More Information] ### Languages English ## Dataset Structure ### Data Instances The created dataset is made of 16369 conversations distributed uniformly into 4 groups based on the number of utterances in con- versations: 3-6, 7-12, 13-18 and 19-30. Each utterance contains the name of the speaker. Most conversations consist of dialogues between two interlocutors (about 75% of all conversations), the rest is between three or more people The first instance in the training set: {'id': '13818513', 'summary': 'Amanda baked cookies and will bring Jerry some tomorrow.', 'dialogue': "Amanda: I baked cookies. Do you want some?\r\nJerry: Sure!\r\nAmanda: I'll bring you tomorrow :-)"} ### Data Fields - dialogue: text of dialogue. - summary: human written summary of the dialogue. - id: unique id of an example. ### Data Splits - train: 14732 - val: 818 - test: 819 ## Dataset Creation ### Curation Rationale In paper: > In the first approach, we reviewed datasets from the following categories: chatbot dialogues, SMS corpora, IRC/chat data, movie dialogues, tweets, comments data (conversations formed by replies to comments), transcription of meetings, written discussions, phone dialogues and daily communication data. Unfortunately, they all differed in some respect from the conversations that are typ- ically written in messenger apps, e.g. they were too technical (IRC data), too long (comments data, transcription of meetings), lacked context (movie dialogues) or they were more of a spoken type, such as a dialogue between a petrol station assis- tant and a client buying petrol. As a consequence, we decided to create a chat dialogue dataset by constructing such conversa- tions that would epitomize the style of a messenger app. ### Source Data #### Initial Data Collection and Normalization In paper: > We asked linguists to create conversations similar to those they write on a daily basis, reflecting the proportion of topics of their real-life messenger conversations. It includes chit-chats, gossiping about friends, arranging meetings, discussing politics, consulting university assignments with colleagues, etc. Therefore, this dataset does not contain any sensitive data or fragments of other corpora. #### Who are the source language producers? linguists ### Annotations #### Annotation process In paper: > Each dialogue was created by one person. After collecting all of the conversations, we asked language experts to annotate them with summaries, assuming that they should (1) be rather short, (2) extract important pieces of information, (3) include names of interlocutors, (4) be written in the third person. Each dialogue contains only one ref- erence summary. #### Who are the annotators? language experts ### Personal and Sensitive Information None, see above: Initial Data Collection and Normalization ## Considerations for Using the Data ### Social Impact of Dataset [Needs More Information] ### Discussion of Biases [Needs More Information] ### Other Known Limitations [Needs More Information] ## Additional Information ### Dataset Curators [Needs More Information] ### Licensing Information non-commercial licence: CC BY-NC-ND 4.0 ### Citation Information ``` @inproceedings{gliwa-etal-2019-samsum, title = "{SAMS}um Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization", author = "Gliwa, Bogdan and Mochol, Iwona and Biesek, Maciej and Wawer, Aleksander", booktitle = "Proceedings of the 2nd Workshop on New Frontiers in Summarization", month = nov, year = "2019", address = "Hong Kong, China", publisher = "Association for Computational Linguistics", url = "https://www.aclweb.org/anthology/D19-5409", doi = "10.18653/v1/D19-5409", pages = "70--79" } ``` ### Contributions Thanks to [@cccntu](https://github.com/cccntu) for adding this dataset.