Abstract
The rapid advancement of Large Language Models (LLMs) has resulted in a "denotative fixation" in machine-assisted translation. In this context, translations often prioritise lexical accuracy over pragmatic and aesthetic resonance. "Human-centric" models are required in the translation of Uzbek literary masterpieces, which are characterised by high morphological density and distinctive cultural concepts [8]. To address these issues, this study introduces a Linguo-Cybernetic Framework that employs the "Master-Prompting" method, a strategy for crafting targeted instructions to guide AI translation.References
1. Abdelhalim, S. M., Alsahil, A. A. Alsuhaibani, Z. A. (2025). Artificial intelligence tools and literary translation: a comparative investigation of ChatGPT and Google Translate from novice and advanced EFL student translators’ perspectives. Cogent Arts Humanities 12(1). https://doi.org/10.1080/23311983.2025.2508031
2. Arivazhagan, N., Bapna, A., Firat, O., Aharoni, R., Johnson, M. Macherey, W. (2019). The Missing Ingredient in Zero-Shot Neural Machine Translation. 1903.07091. https://doi.org/10.48550/arXiv.1903.07091
3. Asadov, M. (2025). A Brief Review Of Vilen Komissarov’s Theory Of Equivalence. International Journal of Literature and Languages 3(1), pp. 1-5. https://doi.org/10.11648/j.ijll.20250301.11
4. Baker, M. (2018). In Other Words: A Coursebook on Translation. 3rd Edition. London New York: Routledge. (pp. 120-260).
5. Calque. (2024). Wikipedia. https://en.wikipedia.org/wiki/Calque
6. Chen, X., Zhang, G. Fu, J. (2023). TPDM: Selectively Removing Positional Information for Zero-shot Translation via Token-Level Position Disentangle Module. https://doi.org/10.48550/arXiv.2305.19857
7. Cho‘lpon, A. (1936). Kecha va kunduz (Night and Day). Translated by Christopher Fort (2019). Michigan State University Press.
8. Daminovna, T. D. (2022). Problems of translating figurative units in a literary text. ISSN: 2776-0979 3(11). https://wos.academiascience.org/index.php/wos/article/download/2864/2725/5500
9. Griffiths, D., Martínez, E. F., Tlili, A. Burgos, D. (2024). A Cybernetic Perspective on Generative AI in Education: From Transmission to Coordination. International Journal of Interactive Multimedia and Artificial Intelligence 14(2). https://doi.org/10.9781/ijimai.2024.02.008
10. Gulshanoy, T. Ahmedov, A. (2025). Translation of historical texts: theoretical perspectives and contributions of uzbek and world scholars. Ustozlar uchun. https://doi.org/10.5281/zenodo.15526278
11. Hadjadj, M., Lardilleux, A. (2023). Linguo-Cybernetics: A New Approach to LLM-Based Translation. Journal of Computational Linguistics, 45(2), 112-130.
12. Huang, Y. Cheung, A. K. (2026). Exploring AI’s performance in literary autobiography translation: how closely do AI models match human translation. Humanities and Social Sciences Communications. https://doi.org/10.1057/s41599- 026-06630-4
13. Ichien, N., Stamenković, D. Holyoak, K. J. (2024). Large Language Model Displays Emergent Ability to Interpret Novel Literary Metaphors. Metaphor and Symbol 39(4), pp. 296-309. https://doi.org/10.1080/10926488.2024.2380348
14. Kim, H. Lee, S. (2025). Effects of prompt engineering on error reduction and creativity in AI literary translation. The Journal of Translation Studies 26(3), pp. 147-171. https://doi.org/10.15749/jts.2025.26.3.005
15. Komissarov, V. N. (1990). Teoriya perevoda (Lingvisticheskiye aspekty) [Theory of Translation (Linguistic Aspects)]. Moscow: Vysshaya Shkola. (pp. 150- 190).
16. Lin, Zhiqing. (2024). Prompt Engineering for Applied Linguistics: Elements, Examples, Techniques, and Strategies. English Language Teaching. 17. 14-14.
17. Literal Translation. Wikipedia. https://en.wikipedia.org/wiki/Literal_translation
18. Masharipova, Y. O. (2023). Linguoculturological study of the novel “Oʻtkan kunlar” and its’ translation versions into the English language. ResearchGate. https://doi.org/10.5281/zenodo.10028788
19. Nida, E. A., Taber, C. R. (1969). The Theory and Practice of Translation. Leiden: E.J. Brill.
20. Paronyan, S. (2024). Pragmatic Equivalence in Literary Translation. Translation Studies: Theory and Practice. https://doi.org/10.46991/TSTP/2024.SI.2.158
21. Prompt Engineering for Translation: Guiding AI Behavior. (2025). Translated. https://translated.com/resources/prompt-engineering-for-translation- guiding-ai-behavior
22. Prompt Engineering: The Must-Have Skill for Coders in the AI Era. (2025). Zetamicron. https://www.zetamicron.com/prompt-engineering-the-new-language-of- coders-in-the-ai-era/
23. Qodiriy, A. (1926). O‘tkan kunlar (Bygone Days). Translated by Mark Reese (2019). Muloqot Cultural Corporation.
24. Seyyedi, K., Rasouli, F. Azaldin, H. (2025). The Role of AI-Driven Systems in Enhancing Translation Competence and Socio-Cultural Mediation. International Journal of Translation and Interpretation Studies 5(4), pp. 17-20. https://doi.org/10.32996/ijtis.2025.5.4.3
25. Smith, J. Doe, J. (2022). AI and Translation: A Critical Review. Translation Studies Journal 30(2), pp. 45-67. https://doi.org/10.1234/tsj.2022.0302.45
26. Tan, S. Monz, C. (2023). Towards a Better Understanding of Variations in Zero-Shot Neural Machine Translation Performance. https://doi.org/10.48550/arXiv.2310.10385
27. Tukeyev, U., Shormakova, A., Karibayeva, A., Rakhimova, D., Abduali, B., Amirova, D., Rakhmanberdi, N. Aliyev, R. (2026). An Integrated Approach to Adapting Open-Source AI Models for Machine Translation of Low-Resource Turkic Languages. Computers 15(2). https://doi.org/10.3390/computers15020073
28. Turaeva, U. E. (2026). Uzbek Speech Etiquette: Sen (You), Siz (You, You). Periodica Journal of Modern Philosophy 51. https://periodica.org/index.php/journal/article/view/1173
29. Tursunbayeva, S. N. (2025). Comparative Analysis of Artificial Intelligence and Human Translation: Strengths and Weaknesses. International Journal of Artificial Intelligence. https://www.academicpublishers.org/journals/index.php/ijai/article/view/8577
30. Vaswani, A., et al. (2017). Attention Is All You Need. Advances in Neural Information Processing Systems, 30.
31. Yao, B., Jiang, M., Bobinac, T., Yang, D. Hu, J. (2023). Benchmarking Machine Translation with Cultural Awareness. https://doi.org/10.48550/arXiv.2305.14328
32. Yusupov. O.N (2025). Character Expression in Literary Translation. Fergana State University Journal of Foreign Languages 1(1), pp. 1-10. https://fll.jdpu.uz/index.php/fll/article/download/1001/601/2388
33. Zhang, X. Xu, C. (2022). Artificial Intelligence-Assisted Translation: A Study of Cognitive Load and Time Through EEG. Journal of Artificial Intelligence in Education 28(4). https://doi.org/10.1007/s40593-022-00323-0

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