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debate systems

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LLM Multi-Agent Debate Fails: Self-Correction Outperforms Consensus

New research reveals homogeneous LLM multi-agent debate often fails due to sycophancy, fragility, and consensus collapse, with self-correction offering better cost-accuracy.

May 5, 2026 6 min read Siegfried Kamgo

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LLM Multi-Agent Debate Fails: Self-Correction Outperforms Consensus