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DeepSeek R1 Distilled Fails to Perform Well Against the USMLE and Other LLMs with and Without Semantics

Peter L Elkin1, Guresh Mehta1, Aaron N Elkin1

  • 1Department of Biomedical Informatics, University at Buffalo, USA.

Studies in Health Technology and Informatics
|May 23, 2026
PubMed

Keywords:
AIChatBotsClinical Decision SupportMachine Learning

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In size-exclusion chromatography (SEC), also known as molecular-exclusion or gel-permeation chromatography, molecules are separated based on their sizes. This technique is important for separating large molecules such as polymers and biomolecules. The two classes of micron-sized stationary phases encountered in SEC are silica particles and cross-linked polymer resin beads. Both materials are porous, but their pore sizes vary significantly.
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