Unverified50% confidenceFactExact time
The study finds that high task accuracy does not guarantee epistemic humility, and that accuracy and humility are orthogonal.
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Relevance
10/11/2026
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UnverifiedMulti-step verification loops achieve the highest epistemic humility but the worst task accuracy on standard benchmarks, because most benchmarks assume there is only one correct answer.77% similarUnverifiedThe paper shows that model-level interventions—such as adding instructions to acknowledge uncertainty in the system prompt—can improve epistemic humility but often reduce task accuracy.72% similarUnverifiedTraditional evaluation metrics centered on task completion may fail to capture strategic behavior by agents at the collective level.69% similarUnverifiedAblation experiments show that relying solely on reasoning yields no significant improvement in accuracy for rare entities.69% similar
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