Grants

Investigators

Padmanesan Narasimhan, Roberto Forero, Margaret Fry, Sandra Hale, Jitendra Jonnagaddala, Usman Iqbal, Mohammed Mohsin, Anthony Sunjaya, Sally McCarthy

Papers

• From Triage to Discharge: A Survey of NLP Tasks, Methods, and Open Challenges in the Emergency Department
  EMNLP 2026 Dipankar Srirag, Aditya Joshi, Salil Kanhere, Padmanesan Narasimhan
• TriageSim: A Conversational Emergency Triage Simulation Framework from Structured Electronic Health Records
  Interspeech 2026 Dipankar Srirag, Quoc Dung Nguyen, Aditya Joshi, Padmanesan Narasimhan, Salil Kanhere
• LLMs Anchor on Chief Complaint and Fail to Integrate Evidence in Sequential Clinical Triage
  Preprint Dipankar Srirag, Haokai Zhao, Ashutosh Kumar, Eleanor Hopper, Michael Dalton, Quoc Dung Nguyen, Aditya Joshi, Salil S. Kanhere, Padmanesan Narasimhan

Investigators

Flora Salim

Partners

• Cyndr.ai

Papers

• A Benchmark Construction and Evaluation Framework for Specialist Domains: Case Study on Defense-related Documents
  EMNLP 2026 Bao Gia Doan, Aditya Joshi, Pantelis Elinas, Aarya Bodhankar, Oscar Leslie, Tom Marchant, Flora Salim
• Didact: A Cross-Domain Capability Discovery System for Defence
  Preprint Aarya Bodhankar, Aditya Joshi, Bao Gia Doan, Thomas Marchant, Oscar Leslie, Flora Salim

Investigators

Diptesh Kanojia

Papers

• In Vino Veritas and Vulnerabilities: Examining LLM Safety via Drunk Language Inducement
  INLG 2026 Anudeex Shetty, Aditya Joshi, Salil S. Kanhere
• Far Out: Evaluating Language Models on Slang in Australian and Indian English
  VarDial @ EACL 2026 Deniz Dilsiz, Dipankar Srirag, Aditya Joshi
• Nek Minit: Harnessing Pragmatic Metacognitive Prompting for Explainable Sarcasm Detection of Australian and Indian English
  ALTA 2025 Ishmanbir Singh*, Dipankar Srirag*, Aditya Joshi
• BESSTIE: A Benchmark for Sentiment and Sarcasm Classification for Varieties of English
  Findings of ACL 2025 Dipankar Srirag, Aditya Joshi, Jordan Painter, Diptesh Kanojia