Disclosure-Gated User Simulation for Companion-Agent Evaluation.

arXiv:2609.00982v2 Announce Type: replace-cross Abstract: Playing the user with a large language model is standard in scalable evaluation, and has a repeatedly diagnosed failure: the simulated user is excessively cooperative, so a system under test can score b