3 papers
cs.CL2026
UIC-AIHealth4All at ArchEHR-QA 2026: Answer-First Evidence Grounding for Clinical Question Answering
Mohammad Arvan, Hossein Haeri, Natalie Parde +1
We describe the UIC-AIHealth4All system for ArchEHR-QA 2026, a shared task on grounded question answering from electronic health records. We participated in Subtasks 2 (evidence id…
cs.CL2026
Real-World Evaluation of an AI Agent Drafting Translational Impact Summaries
Mohammad Arvan, Amber E. Osterholt, Bailee Rue +5
Introduction. Clinical and Translational Science Award (CTSA) programs must document their scholars' research impact, but assembling each scholar's record by hand takes staff an es…
cs.AI2025
TeamMedAgents: Pareto-Efficient Multi-Agent Medical Reasoning Through Teamwork Theory
Pranav Pushkar Mishra, Mohammad Arvan, Mohan Zalake
Complex medical reasoning has historically required frontier language models to achieve clinically-acceptable accuracy, creating computational barriers that limit deployment in res…