Datasets:

Sub-tasks: fact-checking
Languages: English
Multilinguality: monolingual
Size Categories: 1K<n<10K
Language Creators: found
Annotations Creators: expert-generated
Source Datasets: original
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Update files from the datasets library (from 1.3.0)

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Release notes: https://github.com/huggingface/datasets/releases/tag/1.3.0

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  1. README.md +183 -0
  2. dataset_infos.json +1 -1
  3. scifact.py +8 -9
README.md ADDED
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+ ---
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+ ---
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+
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+ # Dataset Card for "scifact"
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+
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+ ## Table of Contents
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+ - [Dataset Description](#dataset-description)
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+ - [Dataset Summary](#dataset-summary)
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+ - [Supported Tasks](#supported-tasks)
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+ - [Languages](#languages)
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+ - [Dataset Structure](#dataset-structure)
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+ - [Data Instances](#data-instances)
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+ - [Data Fields](#data-fields)
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+ - [Data Splits Sample Size](#data-splits-sample-size)
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+ - [Dataset Creation](#dataset-creation)
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+ - [Curation Rationale](#curation-rationale)
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+ - [Source Data](#source-data)
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+ - [Annotations](#annotations)
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+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
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+ - [Considerations for Using the Data](#considerations-for-using-the-data)
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+ - [Social Impact of Dataset](#social-impact-of-dataset)
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+ - [Discussion of Biases](#discussion-of-biases)
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+ - [Other Known Limitations](#other-known-limitations)
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+ - [Additional Information](#additional-information)
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+ - [Dataset Curators](#dataset-curators)
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+ - [Licensing Information](#licensing-information)
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+ - [Citation Information](#citation-information)
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+ - [Contributions](#contributions)
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+
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+ ## [Dataset Description](#dataset-description)
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+
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+ - **Homepage:** [https://scifact.apps.allenai.org/](https://scifact.apps.allenai.org/)
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+ - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+ - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+ - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+ - **Size of downloaded dataset files:** 5.43 MB
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+ - **Size of the generated dataset:** 7.88 MB
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+ - **Total amount of disk used:** 13.32 MB
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+
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+ ### [Dataset Summary](#dataset-summary)
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+
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+ SciFact, a dataset of 1.4K expert-written scientific claims paired with evidence-containing abstracts, and annotated with labels and rationales
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+
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+ ### [Supported Tasks](#supported-tasks)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### [Languages](#languages)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ## [Dataset Structure](#dataset-structure)
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+
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+ We show detailed information for up to 5 configurations of the dataset.
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+
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+ ### [Data Instances](#data-instances)
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+
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+ #### claims
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+
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+ - **Size of downloaded dataset files:** 2.72 MB
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+ - **Size of the generated dataset:** 0.25 MB
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+ - **Total amount of disk used:** 2.97 MB
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+
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+ An example of 'validation' looks as follows.
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+ ```
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+ {
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+ "cited_doc_ids": [14717500],
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+ "claim": "1,000 genomes project enables mapping of genetic sequence variation consisting of rare variants with larger penetrance effects than common variants.",
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+ "evidence_doc_id": "14717500",
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+ "evidence_label": "SUPPORT",
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+ "evidence_sentences": [2, 5],
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+ "id": 3
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+ }
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+ ```
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+
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+ #### corpus
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+
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+ - **Size of downloaded dataset files:** 2.72 MB
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+ - **Size of the generated dataset:** 7.63 MB
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+ - **Total amount of disk used:** 10.35 MB
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+
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+ An example of 'train' looks as follows.
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+ ```
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+ This example was too long and was cropped:
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+
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+ {
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+ "abstract": "[\"Alterations of the architecture of cerebral white matter in the developing human brain can affect cortical development and res...",
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+ "doc_id": 4983,
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+ "structured": false,
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+ "title": "Microstructural development of human newborn cerebral white matter assessed in vivo by diffusion tensor magnetic resonance imaging."
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+ }
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+ ```
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+
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+ ### [Data Fields](#data-fields)
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+
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+ The data fields are the same among all splits.
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+
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+ #### claims
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+ - `id`: a `int32` feature.
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+ - `claim`: a `string` feature.
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+ - `evidence_doc_id`: a `string` feature.
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+ - `evidence_label`: a `string` feature.
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+ - `evidence_sentences`: a `list` of `int32` features.
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+ - `cited_doc_ids`: a `list` of `int32` features.
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+
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+ #### corpus
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+ - `doc_id`: a `int32` feature.
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+ - `title`: a `string` feature.
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+ - `abstract`: a `list` of `string` features.
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+ - `structured`: a `bool` feature.
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+
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+ ### [Data Splits Sample Size](#data-splits-sample-size)
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+
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+ #### claims
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+
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+ | |train|validation|test|
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+ |------|----:|---------:|---:|
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+ |claims| 1261| 450| 300|
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+
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+ #### corpus
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+
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+ | |train|
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+ |------|----:|
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+ |corpus| 5183|
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+
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+ ## [Dataset Creation](#dataset-creation)
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+
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+ ### [Curation Rationale](#curation-rationale)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### [Source Data](#source-data)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### [Annotations](#annotations)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### [Personal and Sensitive Information](#personal-and-sensitive-information)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ## [Considerations for Using the Data](#considerations-for-using-the-data)
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+
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+ ### [Social Impact of Dataset](#social-impact-of-dataset)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### [Discussion of Biases](#discussion-of-biases)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### [Other Known Limitations](#other-known-limitations)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ## [Additional Information](#additional-information)
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+
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+ ### [Dataset Curators](#dataset-curators)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### [Licensing Information](#licensing-information)
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+
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+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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+ ### [Citation Information](#citation-information)
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+
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+ ```
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+ @inproceedings{scifact2020
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+ title={ Fact or Fiction: Verifying Scientific Claims},
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+ author={David, Wadden and Kyle, Lo and Lucy Lu, Wang and Shanchuan, Lin and Madeleine van, Zuylen and Arman, Cohan and Hannaneh, Hajishirzi},
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+ booktitle={2011 AAAI Spring Symposium Series},
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+ year={2020},
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+ }
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+
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+ ```
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+
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+
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+ ### Contributions
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+
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+ 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.
dataset_infos.json CHANGED
@@ -1 +1 @@
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- {"corpus": {"description": "SciFact, a dataset of 1.4K expert-written scientific claims paired with evidence-containing abstracts, and annotated with labels and rationales\n", "citation": "@inproceedings{scifact2020\n title={ Fact or Fiction: Verifying Scientific Claims},\n author={David, Wadden and Kyle, Lo and Lucy Lu, Wang and Shanchuan, Lin and Madeleine van, Zuylen and Arman, Cohan and Hannaneh, Hajishirzi},\n booktitle={2011 AAAI Spring Symposium Series},\n year={2020},\n}\n", "homepage": "https://scifact.apps.allenai.org/", "license": "", "features": {"doc_id": {"dtype": "int32", "id": null, "_type": "Value"}, "title": {"dtype": "string", "id": null, "_type": "Value"}, "abstract": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "structured": {"dtype": "bool", "id": null, "_type": "Value"}}, "supervised_keys": null, "builder_name": "scifact", "config_name": "corpus", "version": {"version_str": "1.0.0", "description": "", "datasets_version_to_prepare": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 8002556, "num_examples": 5183, "dataset_name": "scifact"}}, "download_checksums": {"https://ai2-s2-scifact.s3-us-west-2.amazonaws.com/release/2020-05-01/data.tar.gz": {"num_bytes": 2848693, "checksum": "108c19d1a6e2522f20055fe503450c6af8c9c12a095fd727f21894cc44eb47aa"}}, "download_size": 2848693, "dataset_size": 8002556, "size_in_bytes": 10851249}, "claims": {"description": "SciFact, a dataset of 1.4K expert-written scientific claims paired with evidence-containing abstracts, and annotated with labels and rationales\n", "citation": "@inproceedings{scifact2020\n title={ Fact or Fiction: Verifying Scientific Claims},\n author={David, Wadden and Kyle, Lo and Lucy Lu, Wang and Shanchuan, Lin and Madeleine van, Zuylen and Arman, Cohan and Hannaneh, Hajishirzi},\n booktitle={2011 AAAI Spring Symposium Series},\n year={2020},\n}\n", "homepage": "https://scifact.apps.allenai.org/", "license": "", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "claim": {"dtype": "string", "id": null, "_type": "Value"}, "evidence_doc_id": {"dtype": "string", "id": null, "_type": "Value"}, "evidence_label": {"dtype": "string", "id": null, "_type": "Value"}, "evidence_sentences": {"feature": {"dtype": "int32", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "cited_doc_ids": {"feature": {"dtype": "int32", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}}, "supervised_keys": null, "builder_name": "scifact", "config_name": "claims", "version": {"version_str": "1.0.0", "description": "", "datasets_version_to_prepare": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 170070, "num_examples": 1261, "dataset_name": "scifact"}, "test": {"name": "test", "num_bytes": 33899, "num_examples": 300, "dataset_name": "scifact"}, "validation": {"name": "validation", "num_bytes": 60882, "num_examples": 450, "dataset_name": "scifact"}}, "download_checksums": {"https://ai2-s2-scifact.s3-us-west-2.amazonaws.com/release/2020-05-01/data.tar.gz": {"num_bytes": 2848693, "checksum": "108c19d1a6e2522f20055fe503450c6af8c9c12a095fd727f21894cc44eb47aa"}}, "download_size": 2848693, "dataset_size": 264851, "size_in_bytes": 3113544}}
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+ {"corpus": {"description": "SciFact, a dataset of 1.4K expert-written scientific claims paired with evidence-containing abstracts, and annotated with labels and rationales.\n", "citation": "@inproceedings{Wadden2020FactOF,\n title={Fact or Fiction: Verifying Scientific Claims},\n author={David Wadden and Shanchuan Lin and Kyle Lo and Lucy Lu Wang and Madeleine van Zuylen and Arman Cohan and Hannaneh Hajishirzi},\n booktitle={EMNLP},\n year={2020},\n}\n", "homepage": "https://scifact.apps.allenai.org/", "license": "", "features": {"doc_id": {"dtype": "int32", "id": null, "_type": "Value"}, "title": {"dtype": "string", "id": null, "_type": "Value"}, "abstract": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "structured": {"dtype": "bool", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "builder_name": "scifact", "config_name": "corpus", "version": {"version_str": "1.0.0", "description": "", "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 7993572, "num_examples": 5183, "dataset_name": "scifact"}}, "download_checksums": {"https://scifact.s3-us-west-2.amazonaws.com/release/latest/data.tar.gz": {"num_bytes": 3115079, "checksum": "11c621288d41ac144d29b13b0f8503b3820b7d6e8b1f6ff24dff335c196d76be"}}, "download_size": 3115079, "post_processing_size": null, "dataset_size": 7993572, "size_in_bytes": 11108651}, "claims": {"description": "SciFact, a dataset of 1.4K expert-written scientific claims paired with evidence-containing abstracts, and annotated with labels and rationales.\n", "citation": "@inproceedings{Wadden2020FactOF,\n title={Fact or Fiction: Verifying Scientific Claims},\n author={David Wadden and Shanchuan Lin and Kyle Lo and Lucy Lu Wang and Madeleine van Zuylen and Arman Cohan and Hannaneh Hajishirzi},\n booktitle={EMNLP},\n year={2020},\n}\n", "homepage": "https://scifact.apps.allenai.org/", "license": "", "features": {"id": {"dtype": "int32", "id": null, "_type": "Value"}, "claim": {"dtype": "string", "id": null, "_type": "Value"}, "evidence_doc_id": {"dtype": "string", "id": null, "_type": "Value"}, "evidence_label": {"dtype": "string", "id": null, "_type": "Value"}, "evidence_sentences": {"feature": {"dtype": "int32", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "cited_doc_ids": {"feature": {"dtype": "int32", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}}, "post_processed": null, "supervised_keys": null, "builder_name": "scifact", "config_name": "claims", "version": {"version_str": "1.0.0", "description": "", "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 168627, "num_examples": 1261, "dataset_name": "scifact"}, "test": {"name": "test", "num_bytes": 33625, "num_examples": 300, "dataset_name": "scifact"}, "validation": {"name": "validation", "num_bytes": 60360, "num_examples": 450, "dataset_name": "scifact"}}, "download_checksums": {"https://scifact.s3-us-west-2.amazonaws.com/release/latest/data.tar.gz": {"num_bytes": 3115079, "checksum": "11c621288d41ac144d29b13b0f8503b3820b7d6e8b1f6ff24dff335c196d76be"}}, "download_size": 3115079, "post_processing_size": null, "dataset_size": 262612, "size_in_bytes": 3377691}}
scifact.py CHANGED
@@ -1,4 +1,5 @@
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- """TODO(scifact): Add a description here."""
 
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  from __future__ import absolute_import, division, print_function
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@@ -8,22 +9,20 @@ import os
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  import datasets
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- # TODO(scifact): BibTeX citation
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  _CITATION = """\
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- @inproceedings{scifact2020
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- title={ Fact or Fiction: Verifying Scientific Claims},
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- author={David, Wadden and Kyle, Lo and Lucy Lu, Wang and Shanchuan, Lin and Madeleine van, Zuylen and Arman, Cohan and Hannaneh, Hajishirzi},
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- booktitle={2011 AAAI Spring Symposium Series},
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  year={2020},
18
  }
19
  """
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21
- # TODO(scifact):
22
  _DESCRIPTION = """\
23
- SciFact, a dataset of 1.4K expert-written scientific claims paired with evidence-containing abstracts, and annotated with labels and rationales
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  """
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26
- _URL = "https://ai2-s2-scifact.s3-us-west-2.amazonaws.com/release/2020-05-01/data.tar.gz"
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29
  class ScifactConfig(datasets.BuilderConfig):
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+ """Scientific fact-checking dataset. Verifies claims based on citation sentences
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+ using evidence from the cited abstracts."""
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4
  from __future__ import absolute_import, division, print_function
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9
  import datasets
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11
 
 
12
  _CITATION = """\
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+ @inproceedings{Wadden2020FactOF,
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+ title={Fact or Fiction: Verifying Scientific Claims},
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+ author={David Wadden and Shanchuan Lin and Kyle Lo and Lucy Lu Wang and Madeleine van Zuylen and Arman Cohan and Hannaneh Hajishirzi},
16
+ booktitle={EMNLP},
17
  year={2020},
18
  }
19
  """
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21
  _DESCRIPTION = """\
22
+ SciFact, a dataset of 1.4K expert-written scientific claims paired with evidence-containing abstracts, and annotated with labels and rationales.
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  """
24
 
25
+ _URL = "https://scifact.s3-us-west-2.amazonaws.com/release/latest/data.tar.gz"
26
 
27
 
28
  class ScifactConfig(datasets.BuilderConfig):