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Yuan Shi

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Open access Aug 2026

Semantic Response Mechanisms of L2 Writing Revision Behavior under Generative AI Feedback

Generative AI is changing the way L2 writing feedback is produced and how learners revise their texts. Writing feedback is gradually moving from one way correction to human AI semantic interaction. Based on this change, the study focuses on non English major undergraduates in Chinese universities who have passed CET-4....

Yuan Shi · 0 citations
Jul 2026

Cognivia: A Cognitive Behavioral Therapy Copilot for Evidence-Based Mental Healthcare

Cognivia is an evidence-based artificial intelligence therapist that integrates automatic cognitive distortion identification and rational response generation and is proposed the first hierarchical quality evaluation framework for assessing LLM-generated rational responses, developed through collaboration between AI re...

Qi Chen, Siria Xiyueyao Luo, Jian Wang et al. · 0 citations

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