Datasets:
Tasks:
Question Answering
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
License:
| language: | |
| - en | |
| license: mit | |
| task_categories: | |
| - question-answering | |
| pretty_name: bAbI divided by task | |
| description: "These tasks measure understanding in several ways: whether a system is able to answer questions via chaining facts, simple induction, deduction and many more. The tasks are designed to be prerequisites for any system that aims to be capable of conversing with a human." | |
| configs: | |
| - config_name: task_1-single_supporting_fact | |
| data_files: | |
| - split: train | |
| path: "data/task_1-single_supporting_fact/babi-train.parquet" | |
| - split: test | |
| path: "data/task_1-single_supporting_fact/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_1-single_supporting_fact/babi-validation.parquet" | |
| - config_name: task_2-two_supporting_facts | |
| data_files: | |
| - split: train | |
| path: "data/task_2-two_supporting_facts/babi-train.parquet" | |
| - split: test | |
| path: "data/task_2-two_supporting_facts/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_2-two_supporting_facts/babi-validation.parquet" | |
| - config_name: task_3-three_supporting_facts | |
| data_files: | |
| - split: train | |
| path: "data/task_3-three_supporting_facts/babi-train.parquet" | |
| - split: test | |
| path: "data/task_3-three_supporting_facts/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_3-three_supporting_facts/babi-validation.parquet" | |
| - config_name: task_4-two_argument_relations | |
| data_files: | |
| - split: train | |
| path: "data/task_4-two_argument_relations/babi-train.parquet" | |
| - split: test | |
| path: "data/task_4-two_argument_relations/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_4-two_argument_relations/babi-validation.parquet" | |
| - config_name: task_5-three_argument_relations | |
| data_files: | |
| - split: train | |
| path: "data/task_5-three_argument_relations/babi-train.parquet" | |
| - split: test | |
| path: "data/task_5-three_argument_relations/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_5-three_argument_relations/babi-validation.parquet" | |
| - config_name: task_6-yes_no_questions | |
| data_files: | |
| - split: train | |
| path: "data/task_6-yes_no_questions/babi-train.parquet" | |
| - split: test | |
| path: "data/task_6-yes_no_questions/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_6-yes_no_questions/babi-validation.parquet" | |
| - config_name: task_7-counting | |
| data_files: | |
| - split: train | |
| path: "data/task_7-counting/babi-train.parquet" | |
| - split: test | |
| path: "data/task_7-counting/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_7-counting/babi-validation.parquet" | |
| - config_name: task_8-lists_sets | |
| data_files: | |
| - split: train | |
| path: "data/task_8-lists_sets/babi-train.parquet" | |
| - split: test | |
| path: "data/task_8-lists_sets/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_8-lists_sets/babi-validation.parquet" | |
| - config_name: task_9-simple_negation | |
| data_files: | |
| - split: train | |
| path: "data/task_9-simple_negation/babi-train.parquet" | |
| - split: test | |
| path: "data/task_9-simple_negation/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_9-simple_negation/babi-validation.parquet" | |
| - config_name: task_10-indefinite_knowledge | |
| data_files: | |
| - split: train | |
| path: "data/task_10-indefinite_knowledge/babi-train.parquet" | |
| - split: test | |
| path: "data/task_10-indefinite_knowledge/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_10-indefinite_knowledge/babi-validation.parquet" | |
| - config_name: task_11-basic_coreference | |
| data_files: | |
| - split: train | |
| path: "data/task_11-basic_coreference/babi-train.parquet" | |
| - split: test | |
| path: "data/task_11-basic_coreference/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_11-basic_coreference/babi-validation.parquet" | |
| - config_name: task_12-conjunction | |
| data_files: | |
| - split: train | |
| path: "data/task_12-conjunction/babi-train.parquet" | |
| - split: test | |
| path: "data/task_12-conjunction/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_12-conjunction/babi-validation.parquet" | |
| - config_name: task_13-compound_coreference | |
| data_files: | |
| - split: train | |
| path: "data/task_13-compound_coreference/babi-train.parquet" | |
| - split: test | |
| path: "data/task_13-compound_coreference/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_13-compound_coreference/babi-validation.parquet" | |
| - config_name: task_14-time_reasoning | |
| data_files: | |
| - split: train | |
| path: "data/task_14-time_reasoning/babi-train.parquet" | |
| - split: test | |
| path: "data/task_14-time_reasoning/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_14-time_reasoning/babi-validation.parquet" | |
| - config_name: task_15-basic_deduction | |
| data_files: | |
| - split: train | |
| path: "data/task_15-basic_deduction/babi-train.parquet" | |
| - split: test | |
| path: "data/task_15-basic_deduction/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_15-basic_deduction/babi-validation.parquet" | |
| - config_name: task_16-basic_induction | |
| data_files: | |
| - split: train | |
| path: "data/task_16-basic_induction/babi-train.parquet" | |
| - split: test | |
| path: "data/task_16-basic_induction/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_16-basic_induction/babi-validation.parquet" | |
| - config_name: task_17-positional_reasoning | |
| data_files: | |
| - split: train | |
| path: "data/task_17-positional_reasoning/babi-train.parquet" | |
| - split: test | |
| path: "data/task_17-positional_reasoning/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_17-positional_reasoning/babi-validation.parquet" | |
| - config_name: task_18-size_reasoning | |
| data_files: | |
| - split: train | |
| path: "data/task_18-size_reasoning/babi-train.parquet" | |
| - split: test | |
| path: "data/task_18-size_reasoning/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_18-size_reasoning/babi-validation.parquet" | |
| - config_name: task_19-path_finding | |
| data_files: | |
| - split: train | |
| path: "data/task_19-path_finding/babi-train.parquet" | |
| - split: test | |
| path: "data/task_19-path_finding/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_19-path_finding/babi-validation.parquet" | |
| - config_name: task_20-agents_motivations | |
| data_files: | |
| - split: train | |
| path: "data/task_20-agents_motivations/babi-train.parquet" | |
| - split: test | |
| path: "data/task_20-agents_motivations/babi-test.parquet" | |
| - split: validation | |
| path: "data/task_20-agents_motivations/babi-validation.parquet" | |
| # bAbI Dataset : Per-Task Splits | |
| The examples in this dataset were obtained from "Muennighoff/babi". This dataset offer the same examples but it can be loaded using a per-task basis: | |
| ```python | |
| from datasets import load_dataset | |
| ds = load_dataset('RawthiL/babi_tasks', 'task_1-single_supporting_fact') | |
| ``` | |
| The available tasks are: | |
| | Task ID | Task Name | Split Name| | |
| |---------|-----------|----| | |
| | 1 | Single Supporting Fact | task_1-single_supporting_fact | | |
| | 2 | Two Supporting Facts | task_2-two_supporting_facts | | |
| | 3 | Three Supporting Facts | task_3-three_supporting_facts | | |
| | 4 | Two Argument Relations | task_4-two_argument_relations | | |
| | 5 | Three Argument Relations | task_5-three_argument_relations | | |
| | 6 | Yes/No Questions | task_6-yes_no_questions | | |
| | 7 | Counting | task_7-counting | | |
| | 8 | Lists/Sets | task_8-lists_sets | | |
| | 9 | Simple Negation | task_9-simple_negation | | |
| | 10 | Indefinite Knowledge | task_10-indefinite_knowledge | | |
| | 11 | Basic Coreference | task_11-basic_coreference | | |
| | 12 | Conjunction | task_12-conjunction | | |
| | 13 | Compound Coreference | task_13-compound_coreference | | |
| | 14 | Time Reasoning | task_14-time_reasoning | | |
| | 15 | Basic Deduction | task_15-basic_deduction | | |
| | 16 | Basic Induction | task_16-basic_induction | | |
| | 17 | Positional Reasoning | task_17-positional_reasoning | | |
| | 18 | Size Reasoning | task_18-size_reasoning | | |
| | 19 | Path Finding | task_19-path_finding | | |
| | 20 | Agent's Motivations | task_20-agents_motivations | | |
| ### TOWARDS AI-COMPLETE QUESTION ANSWERING: A SET OF PREREQUISITE TOY TASKS | |
| @article{weston2015towards, | |
| title={Towards ai-complete question answering: A set of prerequisite toy tasks}, | |
| author={Weston, Jason and Bordes, Antoine and Chopra, Sumit and Rush, Alexander M and Van Merri{"e}nboer, Bart and Joulin, Armand and Mikolov, Tomas}, | |
| journal={arXiv preprint arXiv:1502.05698}, | |
| year={2015} | |
| } | |