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--- |
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annotations_creators: |
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- expert-generated |
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language: |
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- en |
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language_creators: |
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- found |
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license: |
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- cc-by-nc-2.0 |
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multilinguality: |
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- monolingual |
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pretty_name: SciFact |
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size_categories: |
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- 1K<n<10K |
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source_datasets: |
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- original |
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task_categories: |
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- text-classification |
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task_ids: |
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- fact-checking |
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paperswithcode_id: null |
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--- |
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# Dataset Card for "scifact" |
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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://scifact.apps.allenai.org/](https://scifact.apps.allenai.org/) |
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- **Repository:** https://github.com/allenai/scifact |
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- **Paper:** [Fact or Fiction: Verifying Scientific Claims](https://aclanthology.org/2020.emnlp-main.609/) |
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- **Point of Contact:** [David Wadden](mailto:davidw@allenai.org) |
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- **Size of downloaded dataset files:** 5.43 MB |
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- **Size of the generated dataset:** 7.88 MB |
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- **Total amount of disk used:** 13.32 MB |
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### Dataset Summary |
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SciFact, a dataset of 1.4K expert-written scientific claims paired with evidence-containing abstracts, and annotated with labels and rationales. |
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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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### Data Instances |
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#### claims |
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- **Size of downloaded dataset files:** 2.72 MB |
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- **Size of the generated dataset:** 0.25 MB |
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- **Total amount of disk used:** 2.97 MB |
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"cited_doc_ids": [14717500], |
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"claim": "1,000 genomes project enables mapping of genetic sequence variation consisting of rare variants with larger penetrance effects than common variants.", |
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"evidence_doc_id": "14717500", |
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"evidence_label": "SUPPORT", |
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"evidence_sentences": [2, 5], |
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"id": 3 |
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} |
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``` |
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#### corpus |
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- **Size of downloaded dataset files:** 2.72 MB |
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- **Size of the generated dataset:** 7.63 MB |
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- **Total amount of disk used:** 10.35 MB |
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An example of 'train' looks as follows. |
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``` |
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This example was too long and was cropped: |
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{ |
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"abstract": "[\"Alterations of the architecture of cerebral white matter in the developing human brain can affect cortical development and res...", |
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"doc_id": 4983, |
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"structured": false, |
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"title": "Microstructural development of human newborn cerebral white matter assessed in vivo by diffusion tensor magnetic resonance imaging." |
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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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#### claims |
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- `id`: a `int32` feature. |
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- `claim`: a `string` feature. |
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- `evidence_doc_id`: a `string` feature. |
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- `evidence_label`: a `string` feature. |
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- `evidence_sentences`: a `list` of `int32` features. |
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- `cited_doc_ids`: a `list` of `int32` features. |
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#### corpus |
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- `doc_id`: a `int32` feature. |
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- `title`: a `string` feature. |
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- `abstract`: a `list` of `string` features. |
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- `structured`: a `bool` feature. |
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### Data Splits |
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#### claims |
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| |train|validation|test| |
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|------|----:|---------:|---:| |
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|claims| 1261| 450| 300| |
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#### corpus |
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| |train| |
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|------|----:| |
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|corpus| 5183| |
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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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https://github.com/allenai/scifact/blob/master/LICENSE.md |
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The SciFact dataset is released under the [CC BY-NC 2.0](https://creativecommons.org/licenses/by-nc/2.0/). By using the SciFact data, you are agreeing to its usage terms. |
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### Citation Information |
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``` |
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@inproceedings{wadden-etal-2020-fact, |
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title = "Fact or Fiction: Verifying Scientific Claims", |
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author = "Wadden, David and |
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Lin, Shanchuan and |
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Lo, Kyle and |
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Wang, Lucy Lu and |
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van Zuylen, Madeleine and |
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Cohan, Arman and |
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Hajishirzi, Hannaneh", |
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booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)", |
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month = nov, |
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year = "2020", |
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address = "Online", |
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publisher = "Association for Computational Linguistics", |
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url = "https://aclanthology.org/2020.emnlp-main.609", |
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doi = "10.18653/v1/2020.emnlp-main.609", |
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pages = "7534--7550", |
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} |
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``` |
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### Contributions |
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Thanks to [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq), [@dwadden](https://github.com/dwadden), [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham), [@lewtun](https://github.com/lewtun) for adding this dataset. |
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