arXiv · Human-Computer Interaction· Jia Li, Yichao He, Yangchen Yu, Qiankun Li, Xinyi Li, Baiyi Ye, Zhenzhen Hu, Richang Hong, Erik Cambria·· 4 hr agoAI score35
从表层到深度：多模态情绪理解中的认知评价推理
From Surface to Depth: Towards Cognitive Appraisal Reasoning in Multimodal Emotion Understanding
AI brief
论文提出从感知到认知评价的多模态情绪理解范式，以超越可观察情感线索的表层关联并缓解 Clever Hans 效应。配套发布 CogEmo-40K 指令微调数据集、紧凑稀疏 MLLM CogEmo-MoE 与评测基准 CogEmo-Bench，后者引入 Appraisal Evidence Quality Score（AEQS）覆盖六个评价维度。
Source: arXiv · Human-Computer Interaction · arxiv.org