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Education

Breakthrough in Machine Translation for English Education Curriculum Reform

Strategic Insights

— 1 min read

Research conducted at Guangzhou Huashang College has made a significant contribution to improving the efficiency of English education curriculum reform using machine translation. The study aimed to develop an intelligent translation system that can assist in the reform of English education.

Key Takeaways:

  • The research proposed a Text semantic recognition model retrieval method based on the combination of global and local features, which improved retrieval performance by 83.32% on the Con Se Agent model.
  • An improved local feature method was proposed, which considered the semantic relationship between local features and represented the local features as a distribution of compressed visual words.
  • An efficient two-stage matching strategy was introduced to evaluate the correlation of input English documents with Text semantic recognition model.
  • The experimental group showed a steady increase in students' English grades after receiving English teaching assisted by the proposed model, while the control group used traditional teaching methods.
  • The intelligent translation system based on machine translation proposed in this paper has a very good effect on promoting the reform of English education, as shown by the statistical results of the experimental data.
  • The study used three datasets and obtained accuracy rates of 83.32%, 75.93%, and 79.68% respectively, which were the highest among all models.
  • The research was funded by A Corpus-based Comparison of Chinese And English Dietary Verb Metaphors And Their Cognitive Motivations.

Statistics:

  • The accuracy of the Con Se Agent model was 83.32%, 75.93%, and 79.68% respectively, on three datasets.
  • The experimental group showed a steady increase in students' English grades, while the control group used traditional teaching methods.
  • The intelligent translation system based on machine translation proposed in this paper has a very good effect on promoting the reform of English education.

Sources:

  • Application of intelligent translation system based on machine translation in English education curriculum reform. Discover Artificial Intelligence, 2025,5(1):1-19.
  • https://doi-org.sdpl.idm.oclc.org/10.1007/s44163-025-00387-6 (free version available)

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