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The dataset generation failed
Error code: DatasetGenerationError
Exception: SchemaInferenceError
Message: Please pass `features` or at least one example when writing data
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1886, in _prepare_split_single
num_examples, num_bytes = writer.finalize()
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 648, in finalize
raise SchemaInferenceError("Please pass `features` or at least one example when writing data")
datasets.arrow_writer.SchemaInferenceError: Please pass `features` or at least one example when writing data
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1417, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1049, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 924, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1000, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1741, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1897, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
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Emotion-Cause-in-Friends (ECF)
For the task named Multimodal Emotion-Cause Pair Extraction in Conversation, we accordingly construct a multimodal conversational emotion cause dataset ECF, which contains 9,794 multimodal emotion-cause pairs among 13,619 utterances in the Friends sitcom.
For more details, please refer to our GitHub:
Dataset Statistics
| Item | Train | Dev | Test | Total |
|---|---|---|---|---|
| Conversations | 1001 | 112 | 261 | 1,374 |
| Utterances | 9,966 | 1,087 | 2,566 | 13,619 |
| Emotion (utterances) | 5,577 | 668 | 1,445 | 7,690 |
| Emotion-cause (utterance) pairs | 7,055 | 866 | 1,873 | 9,794 |
Citation
If you find ECF useful for your research, please cite our paper using the following BibTeX entries:
@ARTICLE{wang2023multimodal,
author={Wang, Fanfan and Ding, Zixiang and Xia, Rui and Li, Zhaoyu and Yu, Jianfei},
journal={IEEE Transactions on Affective Computing},
title={Multimodal Emotion-Cause Pair Extraction in Conversations},
year={2023},
volume={14},
number={3},
pages={1832-1844},
doi = {10.1109/TAFFC.2022.3226559}
}
@InProceedings{wang2024SemEval,
author={Wang, Fanfan and Ma, Heqing and Xia, Rui and Yu, Jianfei and Cambria, Erik},
title={SemEval-2024 Task 3: Multimodal Emotion Cause Analysis in Conversations},
booktitle={Proceedings of the 18th International Workshop on Semantic Evaluation (SemEval-2024)},
month={June},
year={2024},
address={Mexico City, Mexico},
publisher={Association for Computational Linguistics},
pages={2022--2033},
url = {https://aclanthology.org/2024.semeval2024-1.273}
}
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