--- language: - en paperswithcode_id: wiqa pretty_name: What-If Question Answering dataset_info: features: - name: question_stem dtype: string - name: question_para_step sequence: string - name: answer_label dtype: string - name: answer_label_as_choice dtype: string - name: choices sequence: - name: text dtype: string - name: label dtype: string - name: metadata_question_id dtype: string - name: metadata_graph_id dtype: string - name: metadata_para_id dtype: string - name: metadata_question_type dtype: string - name: metadata_path_len dtype: int32 splits: - name: train num_bytes: 17089298 num_examples: 29808 - name: test num_bytes: 1532223 num_examples: 3003 - name: validation num_bytes: 3779584 num_examples: 6894 download_size: 5247733 dataset_size: 22401105 --- # Dataset Card for "wiqa" ## 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/wiqa](https://allenai.org/data/wiqa) - **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:** 5.24 MB - **Size of the generated dataset:** 22.40 MB - **Total amount of disk used:** 27.65 MB ### Dataset Summary The WIQA dataset V1 has 39705 questions containing a perturbation and a possible effect in the context of a paragraph. The dataset is split into 29808 train questions, 6894 dev questions and 3003 test questions. ### 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:** 5.24 MB - **Size of the generated dataset:** 22.40 MB - **Total amount of disk used:** 27.65 MB An example of 'validation' looks as follows. ``` { "answer_label": "more", "answer_label_as_choice": "A", "choices": { "label": ["A", "B", "C"], "text": ["more", "less", "no effect"] }, "metadata_graph_id": "481", "metadata_para_id": "528", "metadata_path_len": 3, "metadata_question_id": "influence_graph:528:481:77#0", "metadata_question_type": "INPARA_EFFECT", "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."], "question_stem": "suppose the female is sterile happens, how will it affect LESS rabbits." } ``` ### Data Fields The data fields are the same among all splits. #### default - `question_stem`: a `string` feature. - `question_para_step`: a `list` of `string` features. - `answer_label`: a `string` feature. - `answer_label_as_choice`: a `string` feature. - `choices`: a dictionary feature containing: - `text`: a `string` feature. - `label`: a `string` feature. - `metadata_question_id`: a `string` feature. - `metadata_graph_id`: a `string` feature. - `metadata_para_id`: a `string` feature. - `metadata_question_type`: a `string` feature. - `metadata_path_len`: a `int32` feature. ### Data Splits | name |train|validation|test| |-------|----:|---------:|---:| |default|29808| 6894|3003| ## 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 ``` @article{wiqa, author = {Niket Tandon and Bhavana Dalvi Mishra and Keisuke Sakaguchi and Antoine Bosselut and Peter Clark} title = {WIQA: A dataset for "What if..." reasoning over procedural text}, journal = {arXiv:1909.04739v1}, year = {2019}, } ``` ### Contributions 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.