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paperswithcode_id: null |
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--- |
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# Dataset Card for "style_change_detection" |
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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 and Leaderboards](#supported-tasks-and-leaderboards) |
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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](#data-splits) |
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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://pan.webis.de/clef20/pan20-web/style-change-detection.html](https://pan.webis.de/clef20/pan20-web/style-change-detection.html) |
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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:** 0.00 MB |
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- **Size of the generated dataset:** 197.60 MB |
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- **Total amount of disk used:** 197.60 MB |
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### Dataset Summary |
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The goal of the style change detection task is to identify text positions within a given multi-author document at which the author switches. Detecting these positions is a crucial part of the authorship identification process, and for multi-author document analysis in general. |
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Access to the dataset needs to be requested from zenodo. |
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### Supported Tasks and Leaderboards |
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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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#### narrow |
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- **Size of downloaded dataset files:** 0.00 MB |
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- **Size of the generated dataset:** 58.12 MB |
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- **Total amount of disk used:** 58.12 MB |
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"authors": 2, |
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"changes": [false, false, true, false], |
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"id": "2", |
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"multi-author": true, |
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"site": "exampleSite", |
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"structure": ["A1", "A2"], |
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"text": "This is text from example problem 2.\n" |
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} |
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``` |
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#### wide |
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- **Size of downloaded dataset files:** 0.00 MB |
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- **Size of the generated dataset:** 139.48 MB |
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- **Total amount of disk used:** 139.48 MB |
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An example of 'train' looks as follows. |
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``` |
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{ |
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"authors": 2, |
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"changes": [false, false, true, false], |
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"id": "2", |
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"multi-author": true, |
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"site": "exampleSite", |
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"structure": ["A1", "A2"], |
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"text": "This is text from example problem 2.\n" |
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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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#### narrow |
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- `id`: a `string` feature. |
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- `text`: a `string` feature. |
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- `authors`: a `int32` feature. |
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- `structure`: a `list` of `string` features. |
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- `site`: a `string` feature. |
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- `multi-author`: a `bool` feature. |
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- `changes`: a `list` of `bool` features. |
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#### wide |
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- `id`: a `string` feature. |
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- `text`: a `string` feature. |
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- `authors`: a `int32` feature. |
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- `structure`: a `list` of `string` features. |
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- `site`: a `string` feature. |
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- `multi-author`: a `bool` feature. |
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- `changes`: a `list` of `bool` features. |
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### Data Splits |
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| name |train|validation| |
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|------|----:|---------:| |
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|narrow| 3418| 1713| |
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|wide | 8030| 4019| |
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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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#### Initial Data Collection and Normalization |
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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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#### Who are the source language producers? |
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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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#### Annotation process |
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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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#### Who are the annotators? |
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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{bevendorff2020shared, |
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title={Shared Tasks on Authorship Analysis at PAN 2020}, |
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author={Bevendorff, Janek and Ghanem, Bilal and Giachanou, Anastasia and Kestemont, Mike and Manjavacas, Enrique and Potthast, Martin and Rangel, Francisco and Rosso, Paolo and Specht, G{"u}nther and Stamatatos, Efstathios and others}, |
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booktitle={European Conference on Information Retrieval}, |
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pages={508--516}, |
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year={2020}, |
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organization={Springer} |
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} |
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``` |
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### Contributions |
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Thanks to [@lewtun](https://github.com/lewtun), [@ghomasHudson](https://github.com/ghomasHudson), [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq) for adding this dataset. |
