AINeutralarXiv – CS AI · 3h ago6/10
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Debate Helps Weak Judges Reward Stronger Models
Researchers demonstrate that debate-based AI oversight works effectively only when specific conditions are met: the critic model must exceed the judge's classification ability, and the judge must verify claims rather than simply summarize testimony. A simpler single-critique approach recovers most benefits at lower computational cost.