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Medmarks: A Comprehensive Open-Source LLM Benchmark Suite for Medical Tasks

Medmarks introduces 30 open-source medical benchmarks evaluating 61 LLMs, finding frontier reasoning models lead, proprietary models are more token-efficient, medical fine-tuning helps, and smaller models show answer-order bias.

Benjamin Warner, Ratna S Grandhi, Max Kieffer, Aymane Ouraq and 31 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 2 on Hugging Face

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 3/5