MARBO: Relational Belief Grounding for LLM Agents in Social Deduction Games.

arXiv:2609.06563v2 Announce Type: replace Abstract: Social deduction games (SDGs) require agents to reason under partial observability by maintaining relational beliefs about hidden roles and team alignments. While recent LLM-agent approaches improve gameplay