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Guanqun Cao

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#small language model Preprint Aug 2026

Localize-Then-Decide Guarantees for LLM Judgments

This work proposes a Localize-Then-Decide framework, which restores the monotonic relationship between confidence and disagreement risk and enables high-probability agreement guarantees in large language models.

Xin-Yu Li, Yi Zhou, Guanqun Cao et al. · 0 citations