
Belief Graphs Boost Weak LLMs in Multi-Agent Reasoning
A new study shows that belief graphs significantly improve weaker LLMs in cooperative reasoning tasks, while stronger models see minimal benefits. The research highlights the importance of integration architecture in leveraging these graphs effectively.