--- paperswithcode_id: null pretty_name: StyleChangeDetection dataset_info: - config_name: narrow features: - name: id dtype: string - name: text dtype: string - name: authors dtype: int32 - name: structure sequence: string - name: site dtype: string - name: multi-author dtype: bool - name: changes sequence: bool splits: - name: train num_bytes: 40499150 num_examples: 3418 - name: validation num_bytes: 20447137 num_examples: 1713 download_size: 0 dataset_size: 60946287 - config_name: wide features: - name: id dtype: string - name: text dtype: string - name: authors dtype: int32 - name: structure sequence: string - name: site dtype: string - name: multi-author dtype: bool - name: changes sequence: bool splits: - name: train num_bytes: 97403392 num_examples: 8030 - name: validation num_bytes: 48850089 num_examples: 4019 download_size: 0 dataset_size: 146253481 --- # Dataset Card for "style_change_detection" ## Table of Contents - [Dataset Description](#dataset-description) - [Dataset Summary](#dataset-summary) - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) - [Languages](#languages) - [Dataset Structure](#dataset-structure) - [Data Instances](#data-instances) - [Data Fields](#data-fields) - [Data Splits](#data-splits) - [Dataset Creation](#dataset-creation) - [Curation Rationale](#curation-rationale) - [Source Data](#source-data) - [Annotations](#annotations) - [Personal and Sensitive Information](#personal-and-sensitive-information) - [Considerations for Using the Data](#considerations-for-using-the-data) - [Social Impact of Dataset](#social-impact-of-dataset) - [Discussion of Biases](#discussion-of-biases) - [Other Known Limitations](#other-known-limitations) - [Additional Information](#additional-information) - [Dataset Curators](#dataset-curators) - [Licensing Information](#licensing-information) - [Citation Information](#citation-information) - [Contributions](#contributions) ## Dataset Description - **Homepage:** [https://pan.webis.de/clef20/pan20-web/style-change-detection.html](https://pan.webis.de/clef20/pan20-web/style-change-detection.html) - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) - **Size of downloaded dataset files:** 0.00 MB - **Size of the generated dataset:** 207.20 MB - **Total amount of disk used:** 207.20 MB ### Dataset Summary 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. Access to the dataset needs to be requested from zenodo. ### Supported Tasks and Leaderboards [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Languages [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Dataset Structure ### Data Instances #### narrow - **Size of downloaded dataset files:** 0.00 MB - **Size of the generated dataset:** 60.94 MB - **Total amount of disk used:** 60.94 MB An example of 'validation' looks as follows. ``` { "authors": 2, "changes": [false, false, true, false], "id": "2", "multi-author": true, "site": "exampleSite", "structure": ["A1", "A2"], "text": "This is text from example problem 2.\n" } ``` #### wide - **Size of downloaded dataset files:** 0.00 MB - **Size of the generated dataset:** 146.26 MB - **Total amount of disk used:** 146.26 MB An example of 'train' looks as follows. ``` { "authors": 2, "changes": [false, false, true, false], "id": "2", "multi-author": true, "site": "exampleSite", "structure": ["A1", "A2"], "text": "This is text from example problem 2.\n" } ``` ### Data Fields The data fields are the same among all splits. #### narrow - `id`: a `string` feature. - `text`: a `string` feature. - `authors`: a `int32` feature. - `structure`: a `list` of `string` features. - `site`: a `string` feature. - `multi-author`: a `bool` feature. - `changes`: a `list` of `bool` features. #### wide - `id`: a `string` feature. - `text`: a `string` feature. - `authors`: a `int32` feature. - `structure`: a `list` of `string` features. - `site`: a `string` feature. - `multi-author`: a `bool` feature. - `changes`: a `list` of `bool` features. ### Data Splits | name |train|validation| |------|----:|---------:| |narrow| 3418| 1713| |wide | 8030| 4019| ## Dataset Creation ### Curation Rationale [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Source Data #### Initial Data Collection and Normalization [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the source language producers? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Annotations #### Annotation process [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) #### Who are the annotators? [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Personal and Sensitive Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Considerations for Using the Data ### Social Impact of Dataset [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Discussion of Biases [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Other Known Limitations [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ## Additional Information ### Dataset Curators [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Licensing Information [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) ### Citation Information ``` @inproceedings{bevendorff2020shared, title={Shared Tasks on Authorship Analysis at PAN 2020}, 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}, booktitle={European Conference on Information Retrieval}, pages={508--516}, year={2020}, organization={Springer} } ``` ### Contributions 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.