Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation 事件

Know You Before You Speak: User-State Modeling for LLM Personalization in Multi-Turn Conversation arXiv:2605.24647v1 Announce Type: new Abstract: Personalized dialogue requires more than recalling explicit user histories: systems also need to infer hidden user states that evolve through interaction and shape appropriate response strategies. Existing memory- and profile-based methods primarily reuse observable user information, offering limited support for modeling user-state dynamics or selecti