EMNLP2025

MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition

Zhongyu Yang, Junhao Song, Siyang Song, Wei Pang, Yingfang Yuan

摘要

… "Amusement" "Contentment" "Anger" "Excitement" "Fear" "Amusement" "Sadness" " F e a r " " S a d n e s s " MERMAID Figure 1: Demonstration of MERMAID. Given natural or facial images depicting various emotions, MERMAID produces precise emotion classifications by integrating multimodal self-reflection, generative augmentation to amplify and enrich subtle emotional cues, and cross-modal verification.