Author

Zi-Chen Tang

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Preprint Sep 2026

Can LLMs Follow Medical Expert Logic? A Benchmark for Hierarchical Logical Consistency in Risk-of-Bias Assessment

LogiMed-RoB demonstrates that high outcome accuracy can conceal critical reasoning flaws, underscoring the necessity of white-box logical verification for clinical deployment.

Jia-Yu Huang, Zi-Chen Tang, Qian-Hui Ling et al. · 0 citations