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Information-Theoretic Method for Assessing the Quality of Translations
Boris Ryabko1,2, Nadezhda Savina2
1Federal Research Center for Information and Computational Technologies, 630090 Novosibirsk, Russia.
Entropy (Basel, Switzerland)
|December 23, 2022
Summary
This study introduces an information-theoretic method to assess translation quality by analyzing authorial style. The approach helps evaluate translations and attribute literary texts effectively.
Area of Science:
- Computational Linguistics
- Literary Studies
- Information Theory
Background:
- Machine translation and literary translation are vital practical applications attracting significant research interest.
- Assessing translation quality requires methods sensitive to the nuances of authorial style, which can be influenced by the translator.
- Existing methods may not adequately capture the preservation of the original author's unique style in translated works.
Purpose of the Study:
- To propose and validate an information-theoretic method for evaluating the quality of translations.
- To specifically assess how accurately an author's unique style is conveyed across different translators.
- To apply this method to cross-lingual literary translations and text attribution tasks.
Main Methods:
- Utilizing an information-theoretic approach based on A.N. Kolmogorov's classification of text variability (information content, form, author's style).
- Developing a novel method to quantify the preservation of unconscious author's style in translated texts.
- Applying the method to analyze translations between English and Russian classical literature.
Main Results:
- The proposed method effectively estimates translation quality by focusing on stylistic elements.
- The study successfully differentiated translations based on the translator's influence on authorial style.
- The method proved capable of determining the attribution of literary texts, indicating its robustness.
Conclusions:
- An information-theoretic framework offers a powerful tool for assessing translation quality, particularly concerning authorial style.
- The developed method provides a quantitative means to evaluate translator performance and stylistic fidelity.
- This approach has significant implications for literary analysis, translation studies, and text authentication.
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