Efficient Multi-Agent Reasoning via Confidence-Guided Adaptive Debate.

arXiv:2610.16343v1 Announce Type: new Abstract: 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 un