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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

PrinciplismQA: A Philosophy-Grounded Approach to Assessing LLM-Human Clinical Medical Ethics Alignment

Chang Hong, Minghao Wu, Qingying Xiao +5

As medical LLMs transition to clinical deployment, assessing their ethical reasoning capability becomes critical. While achieving high accuracy on knowledge benchmarks, LLMs lack v…

cs.CL2025

ShizhenGPT: Towards Multimodal LLMs for Traditional Chinese Medicine

Junying Chen, Zhenyang Cai, Zhiheng Liu +10

Despite the success of large language models (LLMs) in various domains, their potential in Traditional Chinese Medicine (TCM) remains largely underexplored due to two critical barr…

cs.CL2024

Apollo: A Lightweight Multilingual Medical LLM towards Democratizing Medical AI to 6B People

Xidong Wang, Nuo Chen, Junyin Chen +9

Despite the vast repository of global medical knowledge predominantly being in English, local languages are crucial for delivering tailored healthcare services, particularly in are…

cs.CL2024

CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis

Junying Chen, Chi Gui, Anningzhe Gao +4

The field of medical diagnosis has undergone a significant transformation with the advent of large language models (LLMs), yet the challenges of interpretability within these model…

cs.CL2024

HuatuoGPT-II, One-stage Training for Medical Adaption of LLMs

Junying Chen, Xidong Wang, Ke Ji +11

Adapting a language model into a specific domain, a.k.a `domain adaption', is a common practice when specialized knowledge, e.g. medicine, is not encapsulated in a general language…