MARBO: Relational Belief Grounding for LLM Agents in Social Deduction Games
This work introduces Multi-Agent Relational Belief Optimization (MARBO), a belief-grounded preference optimization framework that leverages relational beliefs to guide strategic decisions and in-game speech and enables compact LLM agents to consistently outperform existing baselines.
Yechan Hwang, S. Bae, Jeongmo Kim et al.
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