From Surface to Depth: Towards Cognitive Appraisal Reasoning in Multimodal Emotion Understanding.

arXiv:2610.11918v1 Announce Type: cross Abstract: Recent multimodal large language models (MLLMs) increasingly incorporate explainable reasoning for emotion understanding. However, reasoning based mainly on observable affective cues can reduce emotion understa