International Journal of Literature and Language Studies
Vol. 5 No. 6 (2026): International Journal of Literature and Language Studies

EVALUATING THE LIMITS OF NEURAL MACHINE TRANSLATION IN LOW-RESOURCE TURKIC LANGUAGES: THE CASE OF KARAKALPAK CULTURAL UNTRANSLATABILITY

Jangabayeva Fazilat Dauletyarovna (Comparative Linguistics)



Article Info

Publish Date
08 Jun 2026

Abstract

The rapid development of Neural Machine Translation (NMT) has significantly improved automatic translation quality for globally dominant languages. However, low-resource languages continue to face substantial challenges in achieving accurate and culturally sensitive translation. This article investigates the limitations of NMT systems in translating culturally marked lexical units and expressions from the Karakalpak language, a low-resource Turkic language spoken mainly in Uzbekistan. Special attention is given to the phenomenon of cultural untranslatability, which occurs when linguistic units contain cultural meanings, traditions, or social concepts that lack direct equivalents in target languages. The research examines how NMT systems process idioms, folklore expressions, kinship terminology, and culturally specific vocabulary in Karakalpak-English translation. The study combines linguistic analysis with examples generated through machine translation platforms to evaluate semantic loss, contextual distortion, and cultural simplification. The findings reveal that NMT systems often prioritize lexical equivalence over cultural interpretation, resulting in mistranslations or incomplete representation of cultural meaning. The article also discusses the influence of limited corpora, insufficient parallel datasets, and structural differences between Turkic and Indo-European languages on translation quality.

Copyrights © 2026






Journal Info

Abbrev

ijlls

Publisher

Subject

Languange, Linguistic, Communication & Media

Description

The mission of the International Journal of Literature and Language Studies (IJLLS) is to provide readers with the development of language studies in linguistics and literature. In addition to manuscripts that center on the study, we welcome manuscripts on a wide range of topics relating to the ...