UserLM-R1: Modeling Human Reasoning in User Language Models with Multi-Reward Reinforcement Learning

Feng Zhang, Shijia Li, Chunmao Zhang +7

User simulators serve as the critical interactive environment for agent post-training, and an ideal user simulator generalizes across domains and proactively engages in negotiation…