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Holistic evaluation of large language models for medical tasks with MedHELM

Suhana Bedi, Hejie Cui, Miguel Fuentes, Alyssa Unell, Michael Wornow, Juan M. Banda, Nikesh Kotecha, Timothy Keyes, Yifan Mai, Mert Oez, Hao Qiu, Shrey Jain, Leonardo Schettini, Mehr Kashyap, Jason Alan Fries, Akshay Swaminathan, Philip Chung, Fateme Nateghi Haredasht, Ivan Lopez, Asad Aali, Gabriel Tse, Ashwin Nayak, Shivam Vedak, Sneha S. Jain, Birju Patel, Oluseyi Fayanju, Shreya Shah, Ethan Goh, Dong-han Yao, Brian Soetikno, Eduardo Reis, Sergios Gatidis, Vasu Divi, Robson Capasso, Rachna Saralkar, Chia‐Chun Chiang, Jenelle Jindal, Tho Pham, Faraz Ghoddusi, Steven Lin, Albert S. Chiou, Hyo Jung Hong, Mohana Roy, Michael F. Gensheimer, Hinesh Patel, Kevin A. Schulman, Dev Dash, Danton Char, Lance Downing, François Grolleau, Kameron Collin Black, Bethel Mieso, Aydin Zahedivash, Wen-wai Yim, Harshita Sharma, Tony Lee, Hannah Kirsch, Jennifer Lee, Nerissa Ambers, Carlene Lugtu, Aditya Sharma, Bilal Mawji, Alex Alekseyev, Vicky Zhou, Vikas Kakkar, Jarrod Helzer, Anurang Revri, Yair Bannett, Roxana Daneshjou, Jonathan Chen, Emily Alsentzer, Keith Morse, Nirmal Ravi, Nima Aghaeepour, Vanessa E. Kennedy, Akshay Chaudhari, Thomas Wang, Sanmi Koyejo, Matthew P. Lungren, Eric Horvitz, P. Liang, Michael A. Pfeffer, Nigam H. Shah

2026Nature Medicine21 citationsDOIOpen Access PDF

Topics & Concepts

Computer scienceWorkflowSuiteArtificial intelligenceBenchmark (surveying)Taxonomy (biology)Language modelHealth careMachine learningPatient careSelection (genetic algorithm)Software engineeringTransitive relationData scienceClinical decision support systemDecision support systemMedical practiceComputational modelMedical literatureHeuristicsMEDLINENatural language processingMedical careManagement scienceClinical PracticeHuman–computer interactionArtificial Intelligence in Healthcare and EducationMachine Learning in HealthcareTopic Modeling