
albertvillanova
HF staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#2)
1fe5466
annotations_creators: | |
- expert-generated | |
language: | |
- en | |
language_creators: | |
- found | |
license: | |
- cc-by-nc-2.0 | |
multilinguality: | |
- monolingual | |
pretty_name: SciFact | |
size_categories: | |
- 1K<n<10K | |
source_datasets: | |
- original | |
task_categories: | |
- text-classification | |
task_ids: | |
- fact-checking | |
paperswithcode_id: scifact | |
dataset_info: | |
- config_name: corpus | |
features: | |
- name: doc_id | |
dtype: int32 | |
- name: title | |
dtype: string | |
- name: abstract | |
sequence: string | |
- name: structured | |
dtype: bool | |
splits: | |
- name: train | |
num_bytes: 7993572 | |
num_examples: 5183 | |
download_size: 3115079 | |
dataset_size: 7993572 | |
- config_name: claims | |
features: | |
- name: id | |
dtype: int32 | |
- name: claim | |
dtype: string | |
- name: evidence_doc_id | |
dtype: string | |
- name: evidence_label | |
dtype: string | |
- name: evidence_sentences | |
sequence: int32 | |
- name: cited_doc_ids | |
sequence: int32 | |
splits: | |
- name: train | |
num_bytes: 168627 | |
num_examples: 1261 | |
- name: test | |
num_bytes: 33625 | |
num_examples: 300 | |
- name: validation | |
num_bytes: 60360 | |
num_examples: 450 | |
download_size: 3115079 | |
dataset_size: 262612 | |
# Dataset Card for "scifact" | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
- [Languages](#languages) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-fields) | |
- [Data Splits](#data-splits) | |
- [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 | |
- **Homepage:** [https://scifact.apps.allenai.org/](https://scifact.apps.allenai.org/) | |
- **Repository:** https://github.com/allenai/scifact | |
- **Paper:** [Fact or Fiction: Verifying Scientific Claims](https://aclanthology.org/2020.emnlp-main.609/) | |
- **Point of Contact:** [David Wadden](mailto:[email protected]) | |
- **Size of downloaded dataset files:** 6.23 MB | |
- **Size of the generated dataset:** 8.26 MB | |
- **Total amount of disk used:** 14.49 MB | |
### 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 and Leaderboards | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Languages | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## Dataset Structure | |
### Data Instances | |
#### claims | |
- **Size of downloaded dataset files:** 3.12 MB | |
- **Size of the generated dataset:** 262.61 kB | |
- **Total amount of disk used:** 3.38 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:** 3.12 MB | |
- **Size of the generated dataset:** 7.99 MB | |
- **Total amount of disk used:** 11.11 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| | |
## Dataset Creation | |
### Curation Rationale | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Source Data | |
#### Initial Data Collection and Normalization | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
#### Who are the source language producers? | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Annotations | |
#### Annotation process | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
#### Who are the annotators? | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### 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 | |
### 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 | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Other Known Limitations | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## Additional Information | |
### Dataset Curators | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### 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", | |
} | |
``` | |
### 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. |