Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
json
Sub-tasks:
multi-label-classification
Languages:
English
Size:
10K - 100K
License:
| license: cc-by-3.0 | |
| annotations_creators: | |
| - crowdsourced | |
| language: | |
| - en | |
| language_creators: | |
| - crowdsourced | |
| multilinguality: | |
| - monolingual | |
| paperswithcode_id: wikitext-2 | |
| pretty_name: Wikipedia Outline of Academic Disciplines | |
| size_categories: | |
| - 10K<n<100K | |
| source_datasets: | |
| - original | |
| tags: | |
| - hierarchical | |
| - academic | |
| - tree | |
| - dag | |
| - topics | |
| - subjects | |
| task_categories: | |
| - text-classification | |
| task_ids: | |
| - multi-label-classification | |
| # Dataset Card for Wiki Academic Disciplines` | |
| ## Table of Contents | |
| - [Table of Contents](#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:** | |
| - **Repository:** | |
| - **Paper:** | |
| - **Leaderboard:** | |
| - **Point of Contact:** | |
| ### Dataset Summary | |
| This dataset was created from the [English wikipedia](https://meta.wikimedia.org/wiki/Data_dump_torrents#English_Wikipedia) dump of January 2022. | |
| The main goal was to train a hierarchical classifier of academic subjects using [HiAGM](https://github.com/Alibaba-NLP/HiAGM). | |
| ### Supported Tasks and Leaderboard | |
| Text classification - No leaderboard at the moment. | |
| ### Languages | |
| English | |
| ## Dataset Structure | |
| The dataset consists of groups of labeled text chunks (tokenized by spaces and with stopwords removed). | |
| Labels are organized in a hieararchy (a DAG with a special Root node) of academic subjects. | |
| Nodes correspond to entries in the [outline of academic disciplines](https://en.wikipedia.org/wiki/Outline_of_academic_disciplines) article from Wikipedia. | |
| ### Data Instances | |
| Data is split in train/test/val each on a separate `.jsonl` file. Label hierarchy is listed a as TAB separated adjacency list on a `.taxonomy` file. | |
| ### Data Fields | |
| JSONL files contain only two fields: a "token" field which holds the text tokens and a "label" field which holds a list of labels for that text. | |
| ### Data Splits | |
| 80/10/10 TRAIN/TEST/VAL schema | |
| ## Dataset Creation | |
| All texts where extracted following the linked articles on [outline of academic disciplines](https://en.wikipedia.org/wiki/Outline_of_academic_disciplines) | |
| ### Curation Rationale | |
| [More Information Needed] | |
| ### Source Data | |
| #### Initial Data Collection and Normalization | |
| Wiki Dump | |
| #### Who are the source language producers? | |
| Wikipedia community. | |
| ### Annotations | |
| #### Annotation process | |
| Texts where automatically assigned to their linked academic discipline | |
| #### Who are the annotators? | |
| Wikipedia Community. | |
| ### Personal and Sensitive Information | |
| All information is public. | |
| ## Considerations for Using the Data | |
| ### Social Impact of Dataset | |
| ### Discussion of Biases | |
| [More Information Needed] | |
| ### Other Known Limitations | |
| [More Information Needed] | |
| ## Additional Information | |
| ### Dataset Curators | |
| [More Information Needed] | |
| ### Licensing Information | |
| Creative Commons 3.0 (see [Wikipedia:Copyrights](https://en.wikipedia.org/wiki/Wikipedia:Copyrights)) | |
| ### Citation Information | |
| 1. Zhou, Jie, et al. "Hierarchy-aware global model for hierarchical text classification." Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics. 2020. | |
| ### Contributions | |
| Thanks to [@meliascosta](https://github.com/meliascosta) for adding this dataset. | |