Multi-LLM Debate: Framework, Principals, and Interventions

Nov-15-2025, 14:03:36 GMT–Neural Information Processing Systems

We first take a theoretical approach to analyzing debate and provide a framework through which debate can be mathematically examined. Building on this framework, we provide several theoretical results for multi-agent debate.

arxiv preprint arxiv, large language model, machine learning, (19 more...)

Neural Information Processing Systems

Nov-15-2025, 14:03:36 GMT

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- Research Report > Experimental Study (0.93)

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- Leisure & Entertainment (0.67)
- Media > Film (0.67)

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- Information Technology > Artificial Intelligence
  - Machine Learning > Neural Networks
    - Deep Learning (0.96)
  - Natural Language
    - Chatbot (0.96)
    - Large Language Model (1.00)
  - Representation & Reasoning > Agents (1.00)

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