Monitor corpus of Slovene Trendi 2023-09

The Trendi corpus is a monitor corpus of Slovenian. It contains news articles from 106 media websites, published by 70 publishers. Trendi 2023-09 covers the period from January 2019 to September 2023, complementing the Gigafida 2.0 reference corpus of written Slovene (http://hdl.handle.net/11356/1320). The contents of the Trendi corpus are obtained using the Jožef Stefan Institute Newsfeed service (http://newsfeed.ijs.si/). The texts have been annotated using the CLASSLA-Stanza pipeline (https://github.com/clarinsi/classla), including syntactic parsing according to the Universal Dependencies (https://universaldependencies.org/sl/) and Named Entities (https://nl.ijs.si/janes/wp-content/uploads/2017/09/SlovenianNER-eng-v1.1.pdf). An important addition are topics or thematical categories, which have been automatically assigned to each text. There are 13 categories altogether: Arts and culture, Crime and accidents, Economy, Environment, Health, Leisure, Politics and Law, Science and Technology, Society, Sports, Weather, Entertainment, and Education. The text classification uses the following models: Text classification model SloBERTa-Trendi-Topics 1.0 (http://hdl.handle.net/11356/1709), Text classification model fastText-Trendi-Topics 1.0 (http://hdl.handle.net/11356/1710), and the SloBERTa model (https://huggingface.co/cjvt/sloberta-trendi-topics). The corpus is currently not available as a downloadable dataset due to copyright restrictions but we hope to make at least some of it available in the near future. The corpus is accessible through CLARIN.SI concordancers. As opposed to the previous version of the corpus, this version adds texts from March to September 2023, adds topic classification to files previous mistakenly without them, and corrects some other minor errors.

Publisher

Jožef Stefan Institute

Centre for Language Resources and Technologies, University of Ljubljana

Acknowledgement

Ministry of Culture of the Republic of Slovenia JR-infrastruktura-SJ-2021-2022 "SLED - Monitor corpus of Slovene and related resources"

University of Ljubljana I0-0022 "Network of Research Infrastructure Centres (MRIC)"

ARRS (Slovenian Research Agency) P6-0411 "Language Resources and Technologies for Slovene"

Subject(s)

monitor corpus news corpus universal dependencies temporal trends topic attribution

Collection(s)

CLARIN.SI data & tools