Dense Clinical Contrasts Enhance Medical Knowledge Updating in Large Language Models
Results show that medical knowledge updating depends not only on the update algorithm, but also on how knowledge is structured as supervision, and suggest that EMQ gives the most stable external transfer and retention among same-budget SFT variants.
Yangmin Huang, Shu Quan, He Geng et al.
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