arxivcs.MAcs.AI2026-07-12
Auditing Belief-Conditioned LLM Agents in Hidden-Information Social Deduction Games
Yuan Gao, Jiangyi Yang, Yao Zhao, Yichi Zhang
Evaluating LLM agents in hidden-information multi-agent settings is hard: final outcomes are high-variance and rarely reveal why an agent decided as it did. We study this in a 9-player Werewolf environment where agents act under strict, code-level information isolation, and we bu…