AIBearisharXiv – CS AI · 15h ago7/10
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GlobalDentBench: A Multinational Benchmark for Evaluating LLM Clinical Reasoning in Dentistry with Expert Calibration
GlobalDentBench introduces the first multinational dental benchmark with 8,978 expert-validated questions across 14 specialties, revealing that current LLMs face severe limitations in clinical reasoning with a 31.01% unsafe recommendation rate. The study demonstrates performance degrades sharply as reasoning complexity increases, with accuracy dropping from 81.34% on multiple-choice to just 22.34% on case-based questions, highlighting critical safety gaps before LLMs can be deployed in healthcare.