3 papers
cs.CL2026
Memory-Driven Role-Playing: Evaluation and Enhancement of Persona Knowledge Utilization in LLMs
Kai Wang, Haoyang You, Yang Zhang +1
A core challenge for faithful LLM role-playing is sustaining consistent characterization throughout long, open-ended dialogues, as models frequently fail to recall and accurately a…
cs.CL2025
BeMERC: Behavior-Aware MLLM-based Framework for Multimodal Emotion Recognition in Conversation
Yumeng Fu, Junjie Wu, Zhongjie Wang +3
Multimodal emotion recognition in conversation (MERC), the task of identifying the emotion label for each utterance in a conversation, is vital for developing empathetic machines.…
cs.CL2025
LaERC-S: Improving LLM-based Emotion Recognition in Conversation with Speaker Characteristics
Yumeng Fu, Junjie Wu, Zhongjie Wang +4
Emotion recognition in conversation (ERC), the task of discerning human emotions for each utterance within a conversation, has garnered significant attention in human-computer inte…