Update files from the datasets library (from 1.3.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.3.0
- README.md +183 -0
- dataset_infos.json +1 -1
- scifact.py +8 -9
README.md
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---
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---
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# Dataset Card for "scifact"
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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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## [Dataset Description](#dataset-description)
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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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### [Dataset Summary](#dataset-summary)
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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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### [Supported Tasks](#supported-tasks)
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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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### [Languages](#languages)
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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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## [Dataset Structure](#dataset-structure)
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We show detailed information for up to 5 configurations of the dataset.
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### [Data Instances](#data-instances)
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#### claims
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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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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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#### corpus
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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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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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"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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### [Data Fields](#data-fields)
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The data fields are the same among all splits.
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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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#### 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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### [Data Splits Sample Size](#data-splits-sample-size)
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#### claims
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| |train|validation|test|
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|------|----:|---------:|---:|
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|claims| 1261| 450| 300|
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#### corpus
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| |train|
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|------|----:|
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|corpus| 5183|
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## [Dataset Creation](#dataset-creation)
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### [Curation Rationale](#curation-rationale)
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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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### [Source Data](#source-data)
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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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### [Annotations](#annotations)
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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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### [Personal and Sensitive Information](#personal-and-sensitive-information)
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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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## [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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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### [Discussion of Biases](#discussion-of-biases)
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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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### [Other Known Limitations](#other-known-limitations)
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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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## [Additional Information](#additional-information)
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### [Dataset Curators](#dataset-curators)
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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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### [Licensing Information](#licensing-information)
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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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### [Citation Information](#citation-information)
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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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### Contributions
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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.
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dataset_infos.json
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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
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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}}
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scifact.py
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"""
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from __future__ import absolute_import, division, print_function
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import datasets
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# TODO(scifact): BibTeX citation
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_CITATION = """\
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@inproceedings{
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title={
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author={David
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booktitle={
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year={2020},
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}
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"""
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# TODO(scifact):
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_DESCRIPTION = """\
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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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_URL = "https://
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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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from __future__ import absolute_import, division, print_function
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import datasets
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_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},
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booktitle={EMNLP},
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year={2020},
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}
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"""
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_DESCRIPTION = """\
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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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_URL = "https://scifact.s3-us-west-2.amazonaws.com/release/latest/data.tar.gz"
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class ScifactConfig(datasets.BuilderConfig):
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