Niloufar Golchini

UC Berkeley–UCSF Joint Medical Program

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Publications

ER-Reason: A Benchmark Dataset for LLM Clinical Reasoning in the Emergency Room

Nikita Mehandru, Niloufar Golchini, Namrata Garg, Kathy LeSaint, Christopher Nash, Anu Ramachandran, Travis Zack, Liam McCoy, Adam Rodman, David Bamman, Melanie Molina†, Ahmed Alaa† (†Co-senior authors)

arXiv preprint · 2026

Paper Code Data

Position: Medical Large Language Model Benchmarks Should Prioritize Construct Validity

Ahmed Alaa, Thomas Hartvigsen, Niloufar Golchini, Shiladitya Dutta, Frances Dean, Inioluwa Deborah Raji, Travis Zack

ICML 2025 · Oral Presentation

Paper

Physician-versus Large Language Model-Generated Summaries in the Emergency Department

Niloufar Golchini, Nikita Mehandru, Ahmed Alaa†, Melanie Molina† (†Co-senior authors)

medRxiv · 2025

Paper