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cs.CL2026
A Structured Debate-Mixture-of-Agents Framework for Complex Clinical Diagnostic Decision Support
Chang Xia, Leilei Ouyang, Huimin Wang +2
Large language models (LLMs) show potential for medical tasks, but their single-turn question-answer format does not reflect how clinical diagnosis is performed in practice. As a r…
cs.CL2026
ClinTraceBench: Source-Verifiable Longitudinal Clinical Reasoning over EHR-Derived Dialogues
Huimin Wang, Zhengyi Zhao, Yutian Zhao
Clinical LLM assistants must reason over multi-visit patient trajectories, yet whether the compact history representations used to scale them---retrieval, structured timelines, LLM…