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Maltese News Categories
A multi-label topic classification dataset for Maltese News Articles.
Data Collection
The data was collected from the press_mt subset from Korpus Malti v4.0.
Article contents were cleaned to filter out JavaScript, CSS, & repeated non-Maltese sub-headings.
The labels are based on the category field from this corpus.
Additional filtering & cleaning was performed as follows:
- Documents with generic categories (
News,Local,Headlines,Uncategorised,Archived) were ignored. - Some categories were merged as deemed necessary by native Maltese speakers to standardise tags assigned by different news portals (for example merging
European Union&Unjoni EwropeaunderEU). - Articles with categories having less than 100 articles were ignored.
- Categories having a >75% co-occurence with another category are dropped.
The different tags & their distribution is shown in the following table.
| Tag | Token Count | Article Count | Article Percentage |
|---|---|---|---|
| Court | 404,329 | 860 | 5.59 |
| Covid | 458,120 | 1,735 | 11.29 |
| Culture | 750,406 | 2,186 | 14.22 |
| EU | 93,227 | 240 | 1.56 |
| Economy | 112,972 | 321 | 2.09 |
| Education | 56,084 | 191 | 1.24 |
| Entertainment | 837,248 | 3,147 | 20.47 |
| Environment | 38,522 | 147 | 0.96 |
| Health | 81,630 | 290 | 1.89 |
| Immigration | 29,665 | 120 | 0.78 |
| International | 784,878 | 3,957 | 25.74 |
| Opinion | 231,266 | 321 | 2.09 |
| Politics | 682,007 | 1,294 | 8.42 |
| Religion | 186,300 | 465 | 3.02 |
| Social | 98,127 | 203 | 1.32 |
| Sports | 835,484 | 3,066 | 19.94 |
| Transport | 74,959 | 241 | 1.57 |
Additional Information
License
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. Permissions beyond the scope of this license may be available at https://mlrs.research.um.edu.mt/.
Citation
This work was first presented in Topic Classification and Headline Generation for Maltese using a Public News Corpus. Cite it as follows:
@inproceedings{maltese-news-datasets,
title = "Topic Classification and Headline Generation for {M}altese using a Public News Corpus",
author = "Chaudhary, Amit Kumar and
Micallef, Kurt and
Borg, Claudia",
booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation",
month = may,
year = "2024",
publisher = "Association for Computational Linguistics",
}
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