5 papers · 1 filter
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…
Retell, Reward, Repeat: Reinforcement Learning for Narrative Theory-Informed Story Retelling
David Y. Liu, Xanthe Muston, Dipankar Srirag +2
Counterfactual story retelling exposes LLM shortcomings in constrained narrative solution spaces where they can no longer rely on recalling memorised training data. Ground-truth-ba…
PAREDA: A Multi-Accent Speech Dataset of Natural Language Processing Research Discussions
Sicheng Jin, Dipankar Srirag, Aditya Joshi
While modern Automatic Speech Recognition (ASR) systems achieve high accuracy on benchmark corpora, their performance often degrades when there is real-world variability. This work…
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…
Far Out: Evaluating Language Models on Slang in Australian and Indian English
Deniz Kaya Dilsiz, Dipankar Srirag, Aditya Joshi
Language models exhibit systematic performance gaps when processing text in non-standard language varieties, yet their ability to comprehend variety-specific slang remains underexp…