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Zi-Yi Yang

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#artificial intelligence Preprint Aug 2026

SUP-MIMIC: A Multi-Task Clinical Diagnosis Benchmark for Evaluating LLMs'Robustness to Contradictory Evidence

SUP-MIMIC is proposed, a multi-task framework utilizing MIMIC-IV-v3.1 that comprises Basic Assessment, Diagnostic Divergence Task (DDT), and Diagnostic Convergence Task (DCT), designed to evaluate the model's"one-to-many"disambiguation capability among phenotypically similar cases, while DCT assesses the model's abili...

Yi Yu, Bo Wang, Chong Feng et al. · 0 citations