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.

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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
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article

AI and the Translation of Idioms – Challenges, Success, and a Corpus Perspective

Journal of Linguistics/Jazykovedný casopis
Natural Language Processing Techniques
article

AI and the Translation of Idioms – Challenges, Success, and a Corpus Perspective

article en

Abstract

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.

Journal of Linguistics/Jazykovedný casopisVol. 76(1)
Bratislava University of Economics and Business (SK)
Quality Education
Openalex Percentile: Top 21%
Natural Language Processing Techniques
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