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# Dataset Card for "scientific_papers" |
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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://github.com/armancohan/long-summarization](https://github.com/armancohan/long-summarization) |
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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:** 8591.93 MB |
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- **Size of the generated dataset:** 9622.19 MB |
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- **Total amount of disk used:** 18214.12 MB |
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### [Dataset Summary](#dataset-summary) |
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Scientific papers datasets contains two sets of long and structured documents. |
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The datasets are obtained from ArXiv and PubMed OpenAccess repositories. |
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Both "arxiv" and "pubmed" have two features: |
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- article: the body of the document, pagragraphs seperated by "/n". |
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- abstract: the abstract of the document, pagragraphs seperated by "/n". |
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- section_names: titles of sections, seperated by "/n". |
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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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#### arxiv |
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- **Size of downloaded dataset files:** 4295.97 MB |
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- **Size of the generated dataset:** 7231.70 MB |
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- **Total amount of disk used:** 11527.66 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": "\" we have studied the leptonic decay @xmath0 , via the decay channel @xmath1 , using a sample of tagged @xmath2 decays collected...", |
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"article": "\"the leptonic decays of a charged pseudoscalar meson @xmath7 are processes of the type @xmath8 , where @xmath9 , @xmath10 , or @...", |
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"section_names": "[sec:introduction]introduction\n[sec:detector]data and the cleo- detector\n[sec:analysys]analysis method\n[sec:conclusion]summary" |
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} |
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``` |
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#### pubmed |
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- **Size of downloaded dataset files:** 4295.97 MB |
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- **Size of the generated dataset:** 2390.49 MB |
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- **Total amount of disk used:** 6686.46 MB |
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An example of 'validation' 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": "\" background and aim : there is lack of substantial indian data on venous thromboembolism ( vte ) . \\n the aim of this study was...", |
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"article": "\"approximately , one - third of patients with symptomatic vte manifests pe , whereas two - thirds manifest dvt alone .\\nboth dvt...", |
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"section_names": "\"Introduction\\nSubjects and Methods\\nResults\\nDemographics and characteristics of venous thromboembolism patients\\nRisk factors ..." |
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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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#### arxiv |
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- `article`: a `string` feature. |
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- `abstract`: a `string` feature. |
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- `section_names`: a `string` feature. |
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#### pubmed |
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- `article`: a `string` feature. |
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- `abstract`: a `string` feature. |
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- `section_names`: a `string` feature. |
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### [Data Splits Sample Size](#data-splits-sample-size) |
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| name |train |validation|test| |
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|------|-----:|---------:|---:| |
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|arxiv |203037| 6436|6440| |
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|pubmed|119924| 6633|6658| |
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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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@article{Cohan_2018, |
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title={A Discourse-Aware Attention Model for Abstractive Summarization of |
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Long Documents}, |
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url={http://dx.doi.org/10.18653/v1/n18-2097}, |
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DOI={10.18653/v1/n18-2097}, |
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journal={Proceedings of the 2018 Conference of the North American Chapter of |
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the Association for Computational Linguistics: Human Language |
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Technologies, Volume 2 (Short Papers)}, |
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publisher={Association for Computational Linguistics}, |
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author={Cohan, Arman and Dernoncourt, Franck and Kim, Doo Soon and Bui, Trung and Kim, Seokhwan and Chang, Walter and Goharian, Nazli}, |
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year={2018} |
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} |
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``` |
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### Contributions |
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Thanks to [@thomwolf](https://github.com/thomwolf), [@jplu](https://github.com/jplu), [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset. |
