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most citedAgent-Based Uncertainty Awareness Improves Automated Radiology Report Labeling with an Open-Source Large Language Model

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cs.LG2026

Between the Layers Lies the Truth: Uncertainty Estimation in LLMs Using Intra-Layer Local Information Scores

Zvi N. Badash, Yonatan Belinkov, Moti Freiman

Large language models (LLMs) are often confidently wrong, making reliable uncertainty estimation (UE) essential. Output-based heuristics are cheap but brittle, while probing intern…