AI and the Translation of Idioms – Challenges, Success, and a Corpus Perspective
Abstract This study explores the capabilities of artificial intelligence in translating English idioms into Slovak, with and without contextual information. Using a dataset of 100 idioms and evaluating AI-generated translations against a validated bilingual dictionary of idioms, both qualitative and statistical analyses were employed. The results show an unexpectedly high accuracy in context-free translations, while context occasionally led to deterioration. McNemar’s test and a t-test confirmed a statistically significant shift in performance. The study highlights key advantages and limitations of AI, suggesting further research into reverse and cross-linguistic translation as well as employment of corpus-based methods.
Institutions
- Bratislava University of Economics and Business (SK)
Publication Details
- Journal
- Journal of Linguistics/Jazykovedný casopis
- Published
- 2025-06-01
- DOI
- https://doi.org/10.2478/jazcas-2025-0023
- Primary Topic
- Natural Language Processing Techniques
- Type
- article
- Field-Weighted Citation Impact
- 0.00