OneEmo：统一多模态情感推理模型
原标题：OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction
AI 摘要
OneEmo是一个统一的多模态情感推理模型，能够处理情感感知、理解和交互任务。研究团队构建了EmoWorld-130K数据集，通过人类参与的工作流程将专业知识转化为推理轨迹，并提出Emo-Chord强化学习策略来优化多任务学习。实验表明，OneEmo在多数基准上达到最先进性能，且参数远少于商业模型。
正文节选
OneEmo: A Unified Multimodal Reasoning Model for Emotion Perception, Understanding, and Interaction Abstract Multimodal Large Language Models (MLLMs) have demonstrated remarkable capabilities in emotional intelligence. However, prevailing research predominantly focuses on task-specific specialization, often neglecting inter-task synergy and leaving latent reasoning potential underexplored. To bridge this gap, we introduce OneEmo, a unified affective generalist capable of mastering emotion percep