Ya-Min Li

A Gated Noise-filtered Sentiment-Relevance Interaction (GNSRI) framework that employs a gated noise-filtering module to suppress sentiment-irrelevant features and enhance aspect-aware sentiment cues, and a sentiment-relevance interaction module to capture consistent and conflicting cross-modal signals at micro and macro levels.

RubricsTree transforms the evaluation landscape for personal health agents, achieving expert alignment and significant performance gains while addressing the scalability challenge in clinical deployment.