README.md

metadata

pretty_name: SciFact
languages:
  - en
paperswithcode_id: null

Dataset Card for "scifact"

Table of Contents

• Dataset Description
  • Dataset Summary
  • Supported Tasks and Leaderboards
  • Languages
• Dataset Structure
  • Data Instances
  • Data Fields
  • Data Splits
• Dataset Creation
  • Curation Rationale
  • Source Data
  • Annotations
  • Personal and Sensitive Information
• Considerations for Using the Data
  • Social Impact of Dataset
  • Discussion of Biases
  • Other Known Limitations
• Additional Information
  • Dataset Curators
  • Licensing Information
  • Citation Information
  • Contributions

Dataset Description

• Homepage: https://scifact.apps.allenai.org/
• Repository: More Information Needed
• Paper: More Information Needed
• Point of Contact: More Information Needed
• 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

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

Languages

More Information Needed

Dataset Structure

We show detailed information for up to 5 configurations of the dataset.

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

Dataset Creation

Curation Rationale

More Information Needed

Source Data

Initial Data Collection and Normalization

More Information Needed

Who are the source language producers?

More Information Needed

Annotations

Annotation process

More Information Needed

Who are the annotators?

More Information Needed

Personal and Sensitive Information

More Information Needed

Considerations for Using the Data

Social Impact of Dataset

More Information Needed

Discussion of Biases

More Information Needed

Other Known Limitations

More Information Needed

Additional Information

Dataset Curators

More Information Needed

Licensing Information

More Information Needed

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, @lhoestq, @dwadden, @patrickvonplaten, @mariamabarham, @lewtun for adding this dataset.