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| # Dataset Card for "scifact" | |
| ## Table of Contents | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks](#supported-tasks) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-fields) | |
| - [Data Splits Sample Size](#data-splits-sample-size) | |
| - [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](#dataset-description) | |
| - **Homepage:** [https://scifact.apps.allenai.org/](https://scifact.apps.allenai.org/) | |
| - **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:** 5.43 MB | |
| - **Size of the generated dataset:** 7.88 MB | |
| - **Total amount of disk used:** 13.32 MB | |
| ### [Dataset Summary](#dataset-summary) | |
| SciFact, a dataset of 1.4K expert-written scientific claims paired with evidence-containing abstracts, and annotated with labels and rationales | |
| ### [Supported Tasks](#supported-tasks) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Languages](#languages) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## [Dataset Structure](#dataset-structure) | |
| We show detailed information for up to 5 configurations of the dataset. | |
| ### [Data Instances](#data-instances) | |
| #### claims | |
| - **Size of downloaded dataset files:** 2.72 MB | |
| - **Size of the generated dataset:** 0.25 MB | |
| - **Total amount of disk used:** 2.97 MB | |
| An example of 'validation' looks as follows. | |
| ``` | |
| { | |
| "cited_doc_ids": [14717500], | |
| "claim": "1,000 genomes project enables mapping of genetic sequence variation consisting of rare variants with larger penetrance effects than common variants.", | |
| "evidence_doc_id": "14717500", | |
| "evidence_label": "SUPPORT", | |
| "evidence_sentences": [2, 5], | |
| "id": 3 | |
| } | |
| ``` | |
| #### corpus | |
| - **Size of downloaded dataset files:** 2.72 MB | |
| - **Size of the generated dataset:** 7.63 MB | |
| - **Total amount of disk used:** 10.35 MB | |
| An example of 'train' looks as follows. | |
| ``` | |
| This example was too long and was cropped: | |
| { | |
| "abstract": "[\"Alterations of the architecture of cerebral white matter in the developing human brain can affect cortical development and res...", | |
| "doc_id": 4983, | |
| "structured": false, | |
| "title": "Microstructural development of human newborn cerebral white matter assessed in vivo by diffusion tensor magnetic resonance imaging." | |
| } | |
| ``` | |
| ### [Data Fields](#data-fields) | |
| The data fields are the same among all splits. | |
| #### claims | |
| - `id`: a `int32` feature. | |
| - `claim`: a `string` feature. | |
| - `evidence_doc_id`: a `string` feature. | |
| - `evidence_label`: a `string` feature. | |
| - `evidence_sentences`: a `list` of `int32` features. | |
| - `cited_doc_ids`: a `list` of `int32` features. | |
| #### corpus | |
| - `doc_id`: a `int32` feature. | |
| - `title`: a `string` feature. | |
| - `abstract`: a `list` of `string` features. | |
| - `structured`: a `bool` feature. | |
| ### [Data Splits Sample Size](#data-splits-sample-size) | |
| #### claims | |
| | |train|validation|test| | |
| |------|----:|---------:|---:| | |
| |claims| 1261| 450| 300| | |
| #### corpus | |
| | |train| | |
| |------|----:| | |
| |corpus| 5183| | |
| ## [Dataset Creation](#dataset-creation) | |
| ### [Curation Rationale](#curation-rationale) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Source Data](#source-data) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Annotations](#annotations) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Personal and Sensitive Information](#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](#considerations-for-using-the-data) | |
| ### [Social Impact of Dataset](#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](#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](#other-known-limitations) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## [Additional Information](#additional-information) | |
| ### [Dataset Curators](#dataset-curators) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Licensing Information](#licensing-information) | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### [Citation Information](#citation-information) | |
| ``` | |
| @inproceedings{scifact2020 | |
| title={ Fact or Fiction: Verifying Scientific Claims}, | |
| author={David, Wadden and Kyle, Lo and Lucy Lu, Wang and Shanchuan, Lin and Madeleine van, Zuylen and Arman, Cohan and Hannaneh, Hajishirzi}, | |
| booktitle={2011 AAAI Spring Symposium Series}, | |
| year={2020}, | |
| } | |
| ``` | |
| ### Contributions | |
| 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. |