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cs.CL2026
When Linguistic and Internal Confidence Diverge in Large Language Models
Hefan Zhang, Bingquan Zhang, Ming Cheng +3
Users often ask large language models (LLMs) to report how confident they are, but it is unclear whether such linguistic confidence tracks the model's internal confidence. We study…
cs.CL2025
Human or LLM as Standardized Patients? A Comparative Study for Medical Education
Bingquan Zhang, Xiaoxiao Liu, Yuchi Wang +3
Standardized patients (SPs) are indispensable for clinical skills training but remain expensive and difficult to scale. Although large language model (LLM)-based virtual standardiz…