Author

Aditya Joshi

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Review Aug 2026

From Triage to Discharge: A Survey of NLP Tasks, Methods, and Open Challenges in the Emergency Department

Emergency departments (EDs) operate under time pressure, generating multimodal data such as clinical conversations, triage notes, and discharge documents. Recent advances in natural language processing (NLP), particularly pretrained transformers and large language models, have created new opportunities to support langu...

Dipankar Srirag, Aditya Joshi, Salil S. Kanhere et al. · 1 citation

#natural language process... Preprint Sep 2026

LLMs Anchor on Chief Complaint and Fail to Integrate Evidence in Sequential Clinical Triage

A methodology is implemented for evaluating large language models on sequential triage, the task of predicting a triage acuity label from a growing prefix of a nurse-patient conversation, which shows that the label at every checkpoint is anchored on the chief complaint exchanges, and prompting interventions fail to lif...

Dipankar Srirag, Hao-Kai Zhao, Ashutosh Kumar et al. · 0 citations