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ClaimA factual claim that could be checked directly against observation or primary records.constitution →Importance 0.40, from 0 to 1 · minor: narrow or largely settled, cheap to get right. Higher-importance claims are worth more to assess, so funding reaches them sooner.constitution →

AI judges given human-like personas judge debate and consultancy protocols more accurately than human or default AI judges.

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AI Debate Aids Assessment of Controversial ClaimsJun 2, 2025 Untraced · nothing upstream recorded
In Study II, AI judges with human-like personas achieve even higher accuracy (78.5%) than human judges (70.1%) and default AI judges without personas (69.8%), suggesting their potential for supervising frontier AI models.

Study II: AI judges with and without human-like personas evaluated the same debate and consultancy protocols.

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Created by extractor · Nov 11, 2026. Every judgment on this page is accompanied by a reasoning trace.