Optimization of Chinese-English machine translation based on neural networks

One kind of Chinese-English machine translation is a statistics-based method, which trains machine translation models on the basis of statistics and machine learning theories based on a large number of manually labeled translation corpus. In this paper, an optimization method of Chinese-English machine translation based on neural network is proposed, and the optimization model of Chinese-English translation is established, trained and tested. The experimental results show that compared with the traditional statistics-based and rule-based methods, the proposed optimization method has a significant improvement in accuracy and recall rate.

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Publication Details

Journal
Procedia Computer Science
Published
2025-01-01
DOI
https://doi.org/10.1016/j.procs.2025.04.490
Primary Topic
Natural Language Processing Techniques
Type
article
Field-Weighted Citation Impact
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Optimization of Chinese-English machine translation based on neural networks

R. Sun
Procedia Computer Science
Natural Language Processing Techniques
article

Optimization of Chinese-English machine translation based on neural networks

R. Sun
article en

Abstract

One kind of Chinese-English machine translation is a statistics-based method, which trains machine translation models on the basis of statistics and machine learning theories based on a large number of manually labeled translation corpus. In this paper, an optimization method of Chinese-English machine translation based on neural network is proposed, and the optimization model of Chinese-English translation is established, trained and tested. The experimental results show that compared with the traditional statistics-based and rule-based methods, the proposed optimization method has a significant improvement in accuracy and recall rate.

Procedia Computer ScienceVol. 261
Jilin Agricultural Science and Technology University (CN)
Openalex Percentile: Top 95%
Natural Language Processing Techniques
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