A Corpus based Comparison of Human and Machine News Translation Styles
A case study of translations of Ministry of Foreign Affairs news
DOI:
https://doi.org/10.54097/7611ff88Keywords:
Large Language Models, Corpus, Translator StyleAbstract
This study compares the styles of news translations produced by human translators, neural machine translation system, and large language model. Using a corpus-based approach, it examines lexical, syntactic, and discourse features across the three sets of translations. Type–token ratios, mean word length, mean sentence length, and readability scores reveal no clear stylistic differences. The findings suggest that advances in machine translation have made human and machine translations difficult to distinguish on stylistic grounds in this news corpus.
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References
[1] Hu, K. B., & Li, X. Q. (2023). The development of translation studies in the context of large language models: Issues and prospects. Chinese Translators Journal, 44(6), 64–73, 192. (in Chinese)
[2] Lee, C. (2022). How do machine translators measure up to human literary translators in stylometric tests? Digital Scholarship in the Humanities, 37(3), 813–829. https://doi.org/10.1093/llc/fqac015 DOI: https://doi.org/10.1093/llc/fqab091
[3] Hu, K. B., & Xie, L. X. (2017). Corpus based research on translator style: Scope and approaches. Chinese Translators Journal, 38(2), 12–18, 128. (in Chinese)
[4] Zhang, W. Y., & Zhao, B. (2024). Has generative artificial intelligence opened a new era of machine translation? A comparative study of quality and reflections on translation education. Journal of Beijing International Studies University, 46(1), 83–98. (in Chinese)
[5] Pang, Y. X., & Wang, X. Y. (2023). A study of ChatGPT translation quality in the context of large language models: A case study of excerpts from Life, a literary work from Shaanxi. Modern English, (22), 67–70. (in Chinese)
[6] Zhao, X., Zhao, Z. X., & Sun, F. L. (2023). An evaluation of large language model performance in language and literature. Technology Enhanced Foreign Language Education, 57–65, 114. (in Chinese)
[7] Zhao, Y., Zhang, H., & Yang, Y. C. (2024). A comparative study of large language model quality in text translation: A case study of translating Blossoms. Technology Enhanced Foreign Language Education, 60–66, 109. (in Chinese)
[8] Gao, R., Lin, Y., & Zhao, N. (2024). Machine translation of Chinese classical poetry: A comparison among ChatGPT, Google Translate, and DeepL Translator. Humanities and Social Sciences Communications, 11(1), 1–10. https://doi.org/10.1057/s41599-024-02622-9 DOI: https://doi.org/10.1057/s41599-024-03363-0
[9] Baker, M. (2000). Towards a methodology for investigating the style of a literary translator. Target. International Journal of Translation Studies, 12(2), 241–266. https://doi.org/10.1075/target.12.2.04bak DOI: https://doi.org/10.1075/target.12.2.04bak
[10] Liu, Z. Q., Liu, C. P., & Zhu, H. (2011). An exploratory study of translator style in four English translations of A Dream of Red Mansions: Corpus based statistics and analysis. Chinese Translators Journal, 32(1), 60–64. (in Chinese)
[11] Lü, P. F., & Chen, D. S. (2021). A corpus based comparative study of translation styles in English versions of the Analects: A case study of the translations by Ku Hung-ming and Arthur Waley. Shanghai Journal of Translators, (3), 61–65. (in Chinese)
[12] Zhang, J. D., & Zhu, Y. F. (2020). A corpus based comparison of the styles of two translations of The Kite Runner. Technology Enhanced Foreign Language Education, (5), 50–57, 8. (in Chinese)
[13] Zhu, C. W., & Li, R. F. (2023). A corpus based investigation of Ezra Pound’s translator style in English translations of Chinese classics. Foreign Language Education, 44(4), 75–82. (in Chinese)
[14] Chen, F., & Li, D. (2023). Patronage and ideology: A corpus-assisted investigation of Eileen Chang’s style of translating herself and the other. Digital Scholarship in the Humanities, 38(1), 34–49. https://doi.org/10.1093/llc/fqac032 DOI: https://doi.org/10.1093/llc/fqac015
[15] Li, X., & Li, T. (2020). A corpus based comparative study of styles in the translation of political documents: A case study of English translations of the documents of the Third Plenary Session of the 18th CPC Central Committee. Foreign Language Learning Theory and Practice, (3), 74–84. (in Chinese)
[16] Liu, A. J. (2020). A corpus based comparative study of translator style: A case study of English translations of Zhu Ziqing’s essays. Technology Enhanced Foreign Language Education, (4), 101–105, 16. (in Chinese)
[17] Zhu, Y. F., & Hu, K. B. (2014). Semantic preference and semantic prosody of bei constructions: A comparative study of translated and original news corpora. Journal of Foreign Languages, 37(1), 53–64. (in Chinese)
[18] Liang, M. C., Li, W. Z., & Xu, J. J. (2017). A course in corpus applications. Foreign Language Teaching and Research Press. (in Chinese)
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