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languages: |
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- en |
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paperswithcode_id: scitail |
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# Dataset Card for "scitail" |
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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 and Leaderboards](#supported-tasks-and-leaderboards) |
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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](#data-splits) |
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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/scitail](https://allenai.org/data/scitail) |
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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:** 54.07 MB |
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- **Size of the generated dataset:** 46.82 MB |
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- **Total amount of disk used:** 100.89 MB |
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### Dataset Summary |
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The SciTail dataset is an entailment dataset created from multiple-choice science exams and web sentences. Each question |
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and the correct answer choice are converted into an assertive statement to form the hypothesis. We use information |
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retrieval to obtain relevant text from a large text corpus of web sentences, and use these sentences as a premise P. We |
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crowdsource the annotation of such premise-hypothesis pair as supports (entails) or not (neutral), in order to create |
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the SciTail dataset. The dataset contains 27,026 examples with 10,101 examples with entails label and 16,925 examples |
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with neutral label |
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### Supported Tasks and Leaderboards |
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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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#### dgem_format |
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- **Size of downloaded dataset files:** 13.52 MB |
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- **Size of the generated dataset:** 7.47 MB |
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- **Total amount of disk used:** 20.99 MB |
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An example of 'train' looks as follows. |
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``` |
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``` |
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#### predictor_format |
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- **Size of downloaded dataset files:** 13.52 MB |
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- **Size of the generated dataset:** 9.72 MB |
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- **Total amount of disk used:** 23.24 MB |
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An example of 'validation' looks as follows. |
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``` |
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``` |
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#### snli_format |
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- **Size of downloaded dataset files:** 13.52 MB |
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- **Size of the generated dataset:** 24.58 MB |
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- **Total amount of disk used:** 38.10 MB |
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An example of 'validation' looks as follows. |
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``` |
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``` |
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#### tsv_format |
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- **Size of downloaded dataset files:** 13.52 MB |
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- **Size of the generated dataset:** 5.05 MB |
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- **Total amount of disk used:** 18.56 MB |
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An example of 'validation' looks as follows. |
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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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#### dgem_format |
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- `premise`: a `string` feature. |
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- `hypothesis`: a `string` feature. |
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- `label`: a `string` feature. |
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- `hypothesis_graph_structure`: a `string` feature. |
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#### predictor_format |
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- `answer`: a `string` feature. |
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- `sentence2_structure`: a `string` feature. |
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- `sentence1`: a `string` feature. |
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- `sentence2`: a `string` feature. |
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- `gold_label`: a `string` feature. |
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- `question`: a `string` feature. |
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#### snli_format |
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- `sentence1_binary_parse`: a `string` feature. |
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- `sentence1_parse`: a `string` feature. |
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- `sentence1`: a `string` feature. |
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- `sentence2_parse`: a `string` feature. |
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- `sentence2`: a `string` feature. |
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- `annotator_labels`: a `list` of `string` features. |
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- `gold_label`: a `string` feature. |
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#### tsv_format |
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- `premise`: a `string` feature. |
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- `hypothesis`: a `string` feature. |
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- `label`: a `string` feature. |
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### Data Splits |
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| name |train|validation|test| |
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|----------------|----:|---------:|---:| |
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|dgem_format |23088| 1304|2126| |
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|predictor_format|23587| 1304|2126| |
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|snli_format |23596| 1304|2126| |
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|tsv_format |23097| 1304|2126| |
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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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#### Initial Data Collection and Normalization |
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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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#### Who are the source language producers? |
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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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#### Annotation process |
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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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#### Who are the annotators? |
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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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inproceedings{scitail, |
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Author = {Tushar Khot and Ashish Sabharwal and Peter Clark}, |
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Booktitle = {AAAI}, |
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Title = {{SciTail}: A Textual Entailment Dataset from Science Question Answering}, |
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Year = {2018} |
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} |
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``` |
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### Contributions |
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Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |
