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MafiaScope: Non-Invasive, Time-Resolved Belief Probing for LLM Agents in Social Deduction Games

arXiv cs.CL · 2026-07-14 Cached

MafiaScope is an open testbed that uses the social deduction game Mafia to probe LLM agents' beliefs non-invasively and in real-time, enabling fine-grained analysis of machine Theory of Mind through structured probe questions, interactive visualization, and counterfactual replay.

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