Unverified50% confidenceFactExact time
Among ensemble strategies, the token consumption of multi-agent debate grows quadratically with the number of debate rounds.
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10/25/2026
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Unverified多智能体辩论框架（Multi-agent Debate）让多个LLM实例相互挑战对方的答案，已被证明可显著提升回答的准确性与多样性77% similarUnverified多智能体辩论最大的现实障碍是token消耗和推理成本成倍增加75% similarUnverifiedGroup chat/debate mode can improve answer quality, but token consumption and latency rise significantly.75% similarUnverified将任务拆分给专职subagent并通过对抗性角色形成质量门控，是学术界称为多智能体辩论（Multi-Agent Debate）的策略，已被多项研究证明能提升输出准确性75% similar
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