|
--- |
|
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", |
|
} |
|
``` |
|
|