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Enhancing engagement and self-efficacy through AI-supported Chinese language instruction: a mixed-methods

Xiuwen Zhai1,2

  • 1School of Foreign Languages and Literature, Guangxi University, Nanning, Guangxi Province, China.

Frontiers in Psychology
|August 13, 2026
PubMed
Summary

Artificial intelligence (AI) significantly boosted engagement and self-efficacy in Chinese language learning for Malaysian university students. AI-supported instruction led to greater improvements compared to traditional methods, enhancing motivation and confidence.

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