Chen Huang

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.