Suhee Yoon

Efficient Multi-Agent Reasoning via Confidence-Guided Adaptive Debate

Multi-agent debate has shown promise for improving the reasoning of large language models, yet recent theory suggests its benefits are highly regime-dependent. While interaction can amplify informative signals under corrective conditions, symmetric debate dynamics are neutral in expectation, often making majority votin...