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TopicsAI Debate LLM-as-a-Judge LLM Multi-Agent Deliberation

Collaborative disagreement-resolution protocols yield higher weak-judge accuracy than standard fixed-position AI debate.

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Collaborative Disagreement Resolution for Scalable OversightJun 2, 2026 Untraced · nothing upstream recorded

We find that Disagreement Resolution consistently helps non-expert models identify the truth, achieving 62.1% judging accuracy compared to 49.2% for standard debate.

Collaborative Disagreement Resolution for Scalable Oversightextraction 0.85

Abstract of an ICML 2026 paper proposing a collaborative disagreement-resolution protocol, modeled on human mediation, as an alternative to adversarial fixed-position AI debate for scalable oversight.

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