作者位次 #4/7ACL 2026Findings· Findings of ACL
CAIR : Causal Adaptive Information-based Reinforcement Learning for Multimodal Emotion Reasoning
Fengyu Zhang · Bin Liu · Jianhua Tao · Zhuofan Wen · Shun Chen · Hailiang Yao · Zhengqi Wen
摘要
Multimodal emotion reasoning requires both accurate identification and logical rationales to explain emotional triggers. However, current methods often suffer from causal degeneracy, where models produce linguistically fluent but superficial explanations that lack authentic logical derivation. To...