albertvillanova HF Staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#1)
974a60e | 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. |