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# Dataset Card for "scicite" |
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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 |
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- **Homepage:** [https://github.com/allenai/scicite](https://github.com/allenai/scicite) |
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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:** 22.12 MB |
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- **Size of the generated dataset:** 4.91 MB |
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- **Total amount of disk used:** 27.02 MB |
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### Dataset Summary |
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This is a dataset for classifying citation intents in academic papers. |
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The main citation intent label for each Json object is specified with the label |
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key while the citation context is specified in with a context key. Example: |
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{ |
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'string': 'In chacma baboons, male-infant relationships can be linked to both |
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formation of friendships and paternity success [30,31].' |
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'sectionName': 'Introduction', |
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'label': 'background', |
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'citingPaperId': '7a6b2d4b405439', |
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'citedPaperId': '9d1abadc55b5e0', |
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... |
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} |
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You may obtain the full information about the paper using the provided paper ids |
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with the Semantic Scholar API (https://api.semanticscholar.org/). |
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The labels are: |
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Method, Background, Result |
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### 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 |
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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 |
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We show detailed information for up to 5 configurations of the dataset. |
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### Data Instances |
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#### default |
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- **Size of downloaded dataset files:** 22.12 MB |
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- **Size of the generated dataset:** 4.91 MB |
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- **Total amount of disk used:** 27.02 MB |
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"citeEnd": 68, |
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"citeStart": 64, |
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"citedPaperId": "5e413c7872f5df231bf4a4f694504384560e98ca", |
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"citingPaperId": "8f1fbe460a901d994e9b81d69f77bfbe32719f4c", |
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"excerpt_index": 0, |
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"id": "8f1fbe460a901d994e9b81d69f77bfbe32719f4c>5e413c7872f5df231bf4a4f694504384560e98ca", |
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"isKeyCitation": false, |
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"label": 2, |
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"label2": 0, |
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"label2_confidence": 0.0, |
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"label_confidence": 0.0, |
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"sectionName": "Discussion", |
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"source": 4, |
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"string": "These results are in contrast with the findings of Santos et al.(16), who reported a significant association between low sedentary time and healthy CVF among Portuguese" |
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} |
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``` |
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### Data Fields |
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The data fields are the same among all splits. |
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#### default |
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- `string`: a `string` feature. |
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- `sectionName`: a `string` feature. |
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- `label`: a classification label, with possible values including `method` (0), `background` (1), `result` (2). |
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- `citingPaperId`: a `string` feature. |
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- `citedPaperId`: a `string` feature. |
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- `excerpt_index`: a `int32` feature. |
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- `isKeyCitation`: a `bool` feature. |
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- `label2`: a classification label, with possible values including `supportive` (0), `not_supportive` (1), `cant_determine` (2), `none` (3). |
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- `citeEnd`: a `int64` feature. |
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- `citeStart`: a `int64` feature. |
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- `source`: a classification label, with possible values including `properNoun` (0), `andPhrase` (1), `acronym` (2), `etAlPhrase` (3), `explicit` (4). |
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- `label_confidence`: a `float32` feature. |
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- `label2_confidence`: a `float32` feature. |
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- `id`: a `string` feature. |
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### Data Splits Sample Size |
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| name |train|validation|test| |
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|-------|----:|---------:|---:| |
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|default| 8194| 916|1859| |
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## Dataset Creation |
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### 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 |
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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 |
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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 |
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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 |
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### 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 |
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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 |
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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 |
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### 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 |
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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 |
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``` |
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@InProceedings{Cohan2019Structural, |
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author={Arman Cohan and Waleed Ammar and Madeleine Van Zuylen and Field Cady}, |
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title={Structural Scaffolds for Citation Intent Classification in Scientific Publications}, |
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booktitle="NAACL", |
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year="2019" |
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} |
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``` |
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### Contributions |
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Thanks to [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |