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cs.CL2026
A rubric landscape for evaluating clinical reasoning in large language models: what exists, what is missing, and what needs to be combined
Zhangshu Joshua Jiang, Zina Ibrahim, James T. Teo
Exam-style accuracy does not establish whether large language models (LLMs) reason well over clinical records. We define clinical reasoning as integrating and updating evidence acr…
cs.CL2026
A Proposed Rubric for Evaluating Expressed Clinical Reasoning in Large Language Model Responses
Zhangshu Joshua Jiang, Zina Ibrahim, James T. Teo
We propose a rubric for assessing expressed clinical reasoning in model responses, drawing on three bodies of work: medical education assessment frameworks (ART, SCT, Key Feature P…