3 papers
cs.CL2026
LLMs Anchor on Chief Complaint and Fail to Integrate Evidence in Sequential Clinical Triage
Dipankar Srirag, Haokai Zhao, Ashutosh Kumar +6
Triage in the emergency department (ED) is a sequential decision process that unfolds turn by turn. Existing evaluations of large language models (LLMs) for triage use completed re…
cs.CL2026
From Triage to Discharge: A Survey of NLP Tasks, Methods, and Open Challenges in the Emergency Department
Dipankar Srirag, Aditya Joshi, Salil Kanhere +1
Emergency departments (EDs) operate under time pressure, generating multimodal data such as clinical conversations, triage notes, and discharge documents. Recent advances in natura…
cs.CL2026
TriageSim: A Conversational Emergency Triage Simulation Framework from Structured Electronic Health Records
Dipankar Srirag, Quoc Dung Nguyen, Aditya Joshi +2
Research in emergency triage is restricted to structured electronic health records (EHR) due to regulatory constraints on nurse-patient interactions. We introduce TriageSim, a simu…