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multi_agent_debate [2026/03/24 17:50] – Create page: Multi-Agent Debate - improving factuality through debate, Du et al. + Societies of Thought agentmulti_agent_debate [2026/03/24 21:57] (current) – Add mermaid diagram agent
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 **Multi-Agent Debate (MAD)** is a reasoning framework introduced by Du et al. (2023) where multiple LLM instances independently generate responses to a query, then iteratively critique and refine each other's answers over several rounds of structured debate until convergence. The approach significantly improves factuality and reasoning accuracy by leveraging diverse reasoning perspectives and cross-verification. **Multi-Agent Debate (MAD)** is a reasoning framework introduced by Du et al. (2023) where multiple LLM instances independently generate responses to a query, then iteratively critique and refine each other's answers over several rounds of structured debate until convergence. The approach significantly improves factuality and reasoning accuracy by leveraging diverse reasoning perspectives and cross-verification.
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 +<mermaid>
 +graph TD
 +    Q[Question] --> A1[Agent A Proposes]
 +    Q --> A2[Agent B Proposes]
 +    Q --> A3[Agent C Proposes]
 +    A1 & A2 & A3 --> R1[Round 1: Debate]
 +    R1 --> R2[Round 2: Refine]
 +    R2 --> C[Consensus]
 +    C --> ANS[Final Answer]
 +</mermaid>
  
 ===== Motivation ===== ===== Motivation =====
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