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Shanghai Clinical Research and Trial Center, ShanghaiTech University, Dawar Khan, Omar Mena, Donggang Jia, Alexandre Kouyoumdjian, Ivan Viola are with King Abdullah University of Science and Technology (KAUST), Saudi Arabia. E-mail: {xinyu.liu, dawar.khan, omar.mena, donggang.jia, alexandre.kouyoumdjian, ivan.viola}@kaust.edu.sa. Xinyu Liu is with King Abdullah University of Science and Technology (KAUST), Saudi Arabia, and also with University of Electronic Science and Technology of China, Chengdu, China. D. Khan and X. Liu are joint first authors with equal contributions.Manuscript received MM dd, YYYY; revised MM dd, YYYY. (Corresponding author: Dawar Khan.)
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Physicians' trust in LLMs for diagnosis hinges on reasoning aspects not captured by standard benchmarks, revealing a critical gap in current evaluation practices.