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Mao-Lin Chen

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#machine learning Preprint Sep 2026

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

This work introduces HealthLoopQA, a comprehensive diagnostic benchmark for evaluating LLM reasoning over continuous diabetes monitoring data, and identifies a broader phenomenon of In-context Laziness under long-context prompting, highlighting critical open challenges in deploying LLMs for rigorous long-horizon medica...

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

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