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Author

Ling Cheng

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Open access Sep 2026

Generative AI–Enabled Web-Based Personalized Learning Pathways in University English Education

This study proposes a generative artificial intelligence (AI) framework for personalized learning pathways in web-based college English teaching. By integrating behavioral data, continuous feedback loops, and adaptive pathway adjustments, the framework aims to better meet learners' dynamic needs. Through a three group...

Ling Cheng, Li Jiao, Shun-Yi Hu · 0 citations
#machine learning Preprint Sep 2026

HealthLoopQA: A Context-Aware Question Answering Benchmark for Interpreting Wearable Monitoring Data in Diabetes Care

As medical wearables become integrated into daily chronic disease care, effectively interpreting longitudinal monitoring data is essential for patients and clinicians to understand health trends, detect safety-critical events, and make informed decisions. While large language models (LLMs) show promise for transforming...

Yu-Chen Niu, Ya-Nan Ma, Srinivasan Nandakumar et al. · 0 citations

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