UserProxyBench: Evaluating LLM User Simulators for Agent Benchmarks and Training.

arXiv:2609.38043v1 Announce Type: new Abstract: Interactive agent benchmarks and multi-turn reinforcement learning increasingly place a second language model in the role of the user. This simulated user controls what information the agent receives and when, ye