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20242026
most citedMedHELM: Holistic Evaluation of Large Language Models for Medical Tasks

10 citations · 12 across the 10 of their papers we have counts for

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5 papers · 1 filter

cs.LG2025

DISCO: A Browser-Based Privacy-Preserving Framework for Distributed Collaborative Learning

Julien T. T. Vignoud, Valérian Rousset, Hugo El Guedj +28

Data is often impractical to share for a range of well considered reasons, such as concerns over privacy, intellectual property, and legal constraints. This not only fragments the…

cs.CL2025

Structured Prompts Improve Evaluation of Language Models

Asad Aali, Muhammad Ahmed Mohsin, Vasiliki Bikia +15

As language models (LMs) are increasingly adopted across domains, high-quality benchmarking frameworks are essential for guiding deployment decisions. In practice, however, framewo…

cs.LG2025

CancerGUIDE: Cancer Guideline Understanding via Internal Disagreement Estimation

Alyssa Unell, Noel C. F. Codella, Sam Preston +13

The National Comprehensive Cancer Network (NCCN) provides evidence-based guidelines for cancer treatment. Translating complex patient presentations into guideline-compliant treatme…

cs.CL2025★ 10 cited

MedHELM: Holistic Evaluation of Large Language Models for Medical Tasks

Suhana Bedi, Hejie Cui, Miguel Fuentes +78

While large language models (LLMs) achieve near-perfect scores on medical licensing exams, these evaluations inadequately reflect the complexity and diversity of real-world clinica…

cs.AI2025

TIMER: Temporal Instruction Modeling and Evaluation for Longitudinal Clinical Records

Hejie Cui, Alyssa Unell, Bowen Chen +4

Large language models (LLMs) have emerged as promising tools for assisting in medical tasks, yet processing Electronic Health Records (EHRs) presents unique challenges due to their…