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Shen-Yi Liang

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Open access Aug 2026

Digital Intelligence-Driven Analysis of English Learning Behaviors and Personalized Teaching Model Construction

Digital-intelligence technologies are reshaping language education by enabling large-scale behavioral sensing, adaptive modeling, and individualized instructional feedback through networked learning environments. From an engineering perspective, the reliable transmission and analysis of learner-interaction data share c...

Shen-Yi Liang · 0 citations

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