2 papers
cs.CL2026
Do LLMs Triage Like Clinicians? A Dynamic Study of Outpatient Referral
Xiaoxiao Liu, Qingying Xiao, Bingquan Zhang +8
Outpatient referral (OR) is a core clinical workflow that assigns patients to hospital departments under incomplete and evolving information, yet it is commonly simplified as a sta…
cs.CL2026
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…