AIBullisharXiv – CS AI · 18h ago6/10
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Margin-Adaptive Confidence Ranking for Reliable LLM Judgement
Researchers address a critical flaw in LLM confidence estimation for achieving human-AI agreement by developing a learned confidence estimator with theoretical generalization guarantees. This approach improves upon prior methods that assume confidence monotonically correlates with disagreement risk, offering practical benefits for aligning AI systems with human judgment.