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- Title
Towards Word Sense Disambiguation for Latvian.
- Authors
PAIKENS, Pēteris; RITUMA, Laura; PRETKALNIŅA, Lauma
- Abstract
The goal of this paper is to describe the current situation on word sense disambiguation for Latvian, reviewing the available data and potential problems, and describing the exploration of word sense disambiguation methods using BERT contextual embeddings in order to apply them to Latvian language. Training is performed on a recently developed dataset of sense example sentences. The experiments of this paper demonstrate the feasibility of the approach by applying a mixture-of-experts approach of word sense disambiguation to the data, developing the first proof of concept WSD system for Latvian using state of art approaches. An evaluation of the WSD solution was performed on a selection of 18 highly ambiguous words, demonstrating reasonable performance.
- Subjects
SENSES; PROOF of concept; VOCABULARY
- Publication
Baltic Journal of Modern Computing, 2022, Vol 10, Issue 3, p402
- ISSN
2255-8942
- Publication type
Article
- DOI
10.22364/bjmc.2022.10.3.13