QUACK: Questioning, Understanding, and Auditing Communicated Knowledge in Multimodal Social Deduction Agents 事件

QUACK: Questioning, Understanding, and Auditing Communicated Knowledge in Multimodal Social Deduction Agents arXiv:2605.27068v1 Announce Type: new Abstract: Social deduction games have become a popular testbed for probing reasoning, deception, coordination, and belief modeling in Large Language Model (LLM) agents. However, most environments are scored only by game outcomes such as win rates and largely remain to text-only interaction, making it difficult to tell whether an agent's language is a