Evaluating Capabilities of MT Systems in Translating Idiomatic Expressions Using a Specialized Dataset
Multiword expressions (MWEs) are generally problematic for machine-translation systems. In this paper, we (i) describe a set, available on CLARIN-IS, of appr. 1,000 idiomatic MWEs which have been translated into English; (ii) use the set as a template for a hidden evaluation set, to be used in a new leaderboard for Icelandic language technology, and (iii) evaluate -- using both automatic and manual approaches -- four MT systems' abilities to translate MWEs from Icelandic to English using both datasets. We find that traditional transformer-based MT systems evaluated commonly fail when translating idiomatic expressions, while LLMs do much better.
Authors
- Einar Freyr Sigurðsson (ORCID: https://orcid.org/0009-0005-2783-9388)
- Steinþór Steingrímsson
Institutions
- Árni Magnússon Institute for Icelandic Studies (IS)
Publication Details
- Journal
- Linköping electronic conference proceedings
- Published
- 2025-08-25
- DOI
- https://doi.org/10.3384/ecp216.02
- Primary Topic
- Natural Language Processing Techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.00