Multi-LLM Debate: Framework, Principals, and Interventions

Feb-10-2026, 21:55:29 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, (18 more...)

Neural Information Processing Systems

Feb-10-2026, 21:55:29 GMT

Conferences PDF

Country:
- North America > United States
  - California > Santa Cruz County
    - Santa Cruz (0.04)
  - Virginia (0.04)
  - West Virginia (0.04)

Genre:
- Research Report > Experimental Study (0.93)

Industry:
- Education (0.46)
- Media (0.46)

Technology:
- Information Technology > Artificial Intelligence
  - Machine Learning > Neural Networks
    - Deep Learning (0.70)
  - Natural Language > Large Language Model (1.00)
  - Representation & Reasoning > Agents (1.00)

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