activity
20242026
collaborators

5 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

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.CV2024

HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale

Junying Chen, Chi Gui, Ruyi Ouyang +10

The rapid development of multimodal large language models (MLLMs), such as GPT-4V, has led to significant advancements. However, these models still face challenges in medical multi…