Improvement of English-Chinese bilingual learning by integrating semantic analysis and neural machine translation

Abstract To improve the effectiveness of English-Chinese bilingual learning, this study introduces an optimization model that combines semantic analysis with neural machine translation (NMT). A series of comprehensive experiments were conducted to evaluate its performance. The results demonstrated t...

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Bibliographic Details
Main Authors: Yue Zhao, Qilin Wang
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-12614-2
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