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๐Ÿฉบ Medical LLM

๐Ÿง  NeurIPS2026 ยท 1 paper notes

๐Ÿ“Œ Same area in other venues: ๐Ÿ“ท CVPR2026 (1) ยท ๐Ÿ”ฌ ICLR2026 (20) ยท ๐Ÿ’ฌ ACL2026 (47) ยท ๐Ÿงช ICML2026 (4) ยท ๐Ÿค– AAAI2026 (12) ยท ๐Ÿง  NeurIPS2025 (17)

MedKIT: Evaluating Knowledge Integration and Generalization in Large Language Models

MedKIT converts 6,196 timestamped oncology evidence updates into fact-centered, multi-task probes and compares 12 knowledge integration methods across 5 models, showing that recalling an updated fact usually does not imply using it in open-ended reasoning or generation.