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News/Demystifying Multi-Agent Debate: The Role of Confidence and Diversity
arxiv
PublishedJune 5, 2026 at 4:00 AM
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Demystifying Multi-Agent Debate: The Role of Confidence and Diversity

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arXiv:2601.19921v3 Announce Type: replace-cross Abstract: Multi-agent debate (MAD) is widely used to improve large language model (LLM) performance through test-time scaling, yet recent work shows that vanilla MAD often underperforms simple majority vote despite higher computational cost. Studies sh

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