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LLM Judges Verify Presence, Not Absence: Omission Blindness in AI Clinical Notes

Hacker News Top · 2d ago Cached

This paper introduces a benchmark for evaluating LLM judges' ability to detect omissions in AI-generated clinical notes, finding that standard judges struggle with omissions but restructuring the task into per-fact verification improves detection.

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Towards Error-Free EHRs: Reasoning-Intensive Consistency Verification Between Clinical Notes and Structured Tables in Electronic Health Records

arXiv cs.CL · 2026-05-27 Cached

This paper introduces EHR-ReasonCon, a reasoning-intensive benchmark for consistency verification between clinical notes and structured tables in electronic health records, and EHR-Inspector, an LLM-based framework that achieves state-of-the-art performance in detecting discrepancies.

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