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# Dataset Card for "wiqa" |
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## Table of Contents |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Supported Tasks](#supported-tasks) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits Sample Size](#data-splits-sample-size) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Discussion of Biases](#discussion-of-biases) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **Homepage:** [https://allenai.org/data/wiqa](https://allenai.org/data/wiqa) |
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- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Size of downloaded dataset files:** 5.00 MB |
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- **Size of the generated dataset:** 21.36 MB |
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- **Total amount of disk used:** 26.37 MB |
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### Dataset Summary |
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The WIQA dataset V1 has 39705 questions containing a perturbation and a possible effect in the context of a paragraph. |
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The dataset is split into 29808 train questions, 6894 dev questions and 3003 test questions. |
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### Supported Tasks |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Languages |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Dataset Structure |
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We show detailed information for up to 5 configurations of the dataset. |
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### Data Instances |
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#### default |
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- **Size of downloaded dataset files:** 5.00 MB |
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- **Size of the generated dataset:** 21.36 MB |
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- **Total amount of disk used:** 26.37 MB |
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"answer_label": "more", |
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"answer_label_as_choice": "A", |
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"choices": { |
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"label": ["A", "B", "C"], |
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"text": ["more", "less", "no effect"] |
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}, |
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"metadata_graph_id": "481", |
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"metadata_para_id": "528", |
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"metadata_path_len": 3, |
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"metadata_question_id": "influence_graph:528:481:77#0", |
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"metadata_question_type": "INPARA_EFFECT", |
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"question_para_step": ["A male and female rabbit mate", "The female rabbit becomes pregnant", "Baby rabbits form inside of the mother rabbit", "The female rabbit gives birth to a litter", "The newborn rabbits grow up to become adults", "The adult rabbits find mates."], |
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"question_stem": "suppose the female is sterile happens, how will it affect LESS rabbits." |
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} |
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``` |
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### Data Fields |
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The data fields are the same among all splits. |
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#### default |
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- `question_stem`: a `string` feature. |
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- `question_para_step`: a `list` of `string` features. |
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- `answer_label`: a `string` feature. |
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- `answer_label_as_choice`: a `string` feature. |
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- `choices`: a dictionary feature containing: |
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- `text`: a `string` feature. |
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- `label`: a `string` feature. |
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- `metadata_question_id`: a `string` feature. |
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- `metadata_graph_id`: a `string` feature. |
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- `metadata_para_id`: a `string` feature. |
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- `metadata_question_type`: a `string` feature. |
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- `metadata_path_len`: a `int32` feature. |
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### Data Splits Sample Size |
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| name |train|validation|test| |
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|-------|----:|---------:|---:| |
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|default|29808| 6894|3003| |
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## Dataset Creation |
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### Curation Rationale |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Source Data |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Annotations |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Personal and Sensitive Information |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Discussion of Biases |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Other Known Limitations |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Additional Information |
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### Dataset Curators |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Licensing Information |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Citation Information |
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``` |
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@article{wiqa, |
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author = {Niket Tandon and Bhavana Dalvi Mishra and Keisuke Sakaguchi and Antoine Bosselut and Peter Clark} |
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title = {WIQA: A dataset for "What if..." reasoning over procedural text}, |
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journal = {arXiv:1909.04739v1}, |
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year = {2019}, |
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} |
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``` |
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### Contributions |
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Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf), [@mariamabarham](https://github.com/mariamabarham), [@lhoestq](https://github.com/lhoestq) for adding this dataset. |