Datasets:
token
sequence | label
sequence |
---|---|
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Dataset Card for Wiki Academic Disciplines`
Dataset Summary
This dataset was created from the English wikipedia dump of January 2022. The main goal was to train a hierarchical classifier of academic subjects using 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 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
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)
Citation Information
- 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 for adding this dataset.
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