Inproceedings,

Named Entity Recognition for Low-Resource Languages - Profiting from Language Families

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EACL 2023 - 9th Workshop on Slavic Natural Language Processing, Proceedings of the SlavicNLP 2023, page 1--10. The Association for Computational Linguistics, (2023)Publisher Copyright: © 2023 Association for Computational Linguistics.; 9th Workshop on Slavic Natural Language Processing, Slavic NLP 2023 ; Conference date: 06-05-2023 Through 06-05-2023.

Abstract

Machine learning drives forward the development in many areas of Natural Language Processing (NLP). Until now, many NLP systems and research are focusing on high-resource languages, i.e. languages for which many data resources exist. Recently, so-called low-resource languages increasingly come into focus. In this context, multi-lingual language models, which are trained on related languages to a target low-resource language, may enable NLP tasks on this low-resource language. In this work, we investigate the use of multi-lingual models for Named Entity Recognition (NER) for low-resource languages. We consider the West Slavic language family a…(more)

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