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Salil S. Kanhere

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#natural language process... Preprint Sep 2026

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

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 retrospective records and report performance close to that of physicians. We implement a methodology for evaluating LLMs on sequential triage,...

Dipankar Srirag, Hao-Kai Zhao, Ashutosh Kumar et al. · 0 citations
#artificial intelligence Preprint Aug 2026

GuardianAgent: Policy-Conditioned Risk-Adaptive Anonymization with Verified Adversarial Escalation

GuardianAgent, a policy-conditioned anonymization framework that couples structured risk assessment with verified adaptive rewriting, achieves the strongest privacy-utility trade-off among published baselines and is the only method to reach more than 0.90 privacy in all three domains, remaining robust under a backbone...

Rui-Yi Yang, Gayathri Lihinikaduarachchi, Rahat Masood et al. · 0 citations

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