ARTICLE
26 February 2026
A Functionalist Perspective on Translating Traditional Chinese Patterns: A Comparative Analysis of Large Language Models vs. Human Translation
Jing Guo1* Yueyan Pan2 Zixuan Ye1 Mengyuan Dou3
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1 School of Foreign Languages, Wuhan Textile University, Wuhan 430073, Hubei, China
2 School of Management, Wuhan Textile University, Wuhan 430073, Hubei, China
3 School of Economics, Wuhan Textile University, Wuhan 430073, Hubei, China, China
TPCCC 2026 , 1(1), 24–37; https://doi.org/10.26689/tpccc.v1i1.13556
© 2026 by the Authors. Licensee: Bio-Byword Scientific Publishing Pty Ltd, Australia. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution 4.0 International License ( https://creativecommons.org/licenses/by/4.0/ )
Abstract

Grounded in the functionalist Skopos Theory, this study systematically compares the English translations of traditional Chinese patterns produced by professional museum translators and Large Language Models (LLMs). It constructs a four dimensional evaluation system covering cultural information accuracy, visual imagery fidelity, cultural adaptability, and linguistic expression quality.

The findings indicate that human translation significantly outperforms LLMs in in-depth cultural transmission, systematic symbolic interpretation, and reader reception. By flexibly employing strategies such as annotation, cultural adaptation, and free translation, human translators effectively achieve the cross-linguistic transfer of cultural functions. Conversely, while LLMs demonstrate high linguistic fluency and efficiency, they struggle with highly culture-loaded symbols, often leading to metaphor loss, contextual dislocation, and cultural simplification, revealing a lack of genuine interpretive capabilities.

Based on these insights, this paper proposes an optimized “human-led, LLM-assisted” collaboration model to enhance both the quality and efficiency of pattern translation. This study provides a theoretical basis and practical strategies for the international dissemination of traditional cultural symbols.

Keywords
Traditional Chinese Patterns
Large Language Models (LLMs)
Skopos Theory
Museum Translation
Translation Quality Assessment
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