| --- |
| language: |
| - en |
| license: |
| - cc-by-nc-2.0 |
| --- |
| # Dataset Card for "scifact" |
|
|
| ## Table of Contents |
| - [Dataset Description](#dataset-description) |
| - [Dataset Summary](#dataset-summary) |
| - [Dataset Structure](#dataset-structure) |
| - [Data Instances](#data-instances) |
| - [Data Fields](#data-fields) |
| - [Data Splits](#data-splits) |
| - [Additional Information](#additional-information) |
| - [Licensing Information](#licensing-information) |
| - [Citation Information](#citation-information) |
|
|
| ## Dataset Description |
|
|
| - **Homepage:** [https://scifact.apps.allenai.org/](https://scifact.apps.allenai.org/) |
| - **Paper:** [Fact or Fiction: Verifying Scientific Claims](https://aclanthology.org/2020.emnlp-main.609/) |
|
|
| ### Dataset Summary |
|
|
| SciFact. |
|
|
| This is a dataset of expert-written scientific claims paired with evidence-containing abstracts and annotated with labels and rationales. |
|
|
| ## Dataset Structure |
|
|
| ### 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 |
|
|
| 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 |
|
|
| #### claims |
|
|
| | |train|validation|test| |
| |------|----:|---------:|---:| |
| |claims| 1261| 450| 300| |
|
|
| #### corpus |
|
|
| | |train| |
| |------|----:| |
| |corpus| 5183| |
|
|
| ## Additional Information |
|
|
| ### Licensing Information |
|
|
| https://github.com/allenai/scifact/blob/master/LICENSE.md |
|
|
| 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. |
|
|
| ### Citation Information |
|
|
| ``` |
| @inproceedings{wadden-etal-2020-fact, |
| title = "Fact or Fiction: Verifying Scientific Claims", |
| author = "Wadden, David and |
| Lin, Shanchuan and |
| Lo, Kyle and |
| Wang, Lucy Lu and |
| van Zuylen, Madeleine and |
| Cohan, Arman and |
| Hajishirzi, Hannaneh", |
| booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)", |
| month = nov, |
| year = "2020", |
| address = "Online", |
| publisher = "Association for Computational Linguistics", |
| url = "https://aclanthology.org/2020.emnlp-main.609", |
| doi = "10.18653/v1/2020.emnlp-main.609", |
| pages = "7534--7550", |
| } |
| ``` |
|
|
