User Preference Modeling for Conversational LLM Agents: Weak Rewards from Retrieval-Augmented Interaction

Yuren Hao, Shuhaib Mehri, ChengXiang Zhai +1

Large language models are increasingly used as personal assistants, yet most lack a persistent user model, forcing users to repeatedly restate preferences across sessions. We propo…