Exploring ChatGPT's potential for augmenting post-editing in machine translation across multiple domains: challenges and opportunities

ChatGPT-4o showed competitive performance in English-to-Arabic post-editing, particularly in producing fluent, coherent, and stylistically consistent text. Its conversational design enables efficient and consistent editing across various domains. Nonetheless, the model faced challenges in handling grammatical and syntactic nuances, domain-specific idioms, and complex terminology, especially in medical and sports contexts. Overall, the study highlights the potential of ChatGPT-4o as a supportive tool in translation post-editing workflows, complementing human translators by enhancing productivity and maintaining acceptable quality standards.

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Publication Details

Journal
Frontiers in Artificial Intelligence
Published
2025-05-01
DOI
https://doi.org/10.3389/frai.2025.1526293
Citations
6
Primary Topic
Topic Modeling
Type
article
Field-Weighted Citation Impact
14.89
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article

Exploring ChatGPT's potential for augmenting post-editing in machine translation across multiple domains: challenges and opportunities

Mohammad Mahyoob, Jeehaan Algaraady
6 citations
Frontiers in Artificial Intelligence
Topic Modeling
14.89
article

Exploring ChatGPT's potential for augmenting post-editing in machine translation across multiple domains: challenges and opportunities

Mohammad Mahyoob, Jeehaan Algaraady
article en
6 citations

Abstract

ChatGPT-4o showed competitive performance in English-to-Arabic post-editing, particularly in producing fluent, coherent, and stylistically consistent text. Its conversational design enables efficient and consistent editing across various domains. Nonetheless, the model faced challenges in handling grammatical and syntactic nuances, domain-specific idioms, and complex terminology, especially in medical and sports contexts. Overall, the study highlights the potential of ChatGPT-4o as a supportive tool in translation post-editing workflows, complementing human translators by enhancing productivity and maintaining acceptable quality standards.

Frontiers in Artificial IntelligenceVol. 8
Taibah University (SA), Taiz University (YE)
Openalex Percentile: Top 1%
Topic Modeling
14.89
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