Large language models show systematic failures in incorporating evolving medical knowledge
arXiv:2610.30631v1 Announce Type: new Abstract: Medical knowledge evolves as clinical guidelines revise recommendations, yet whether large language models (LLMs) faithfully incorporate such changes remains unclear. We introduce ChronoEvo, comprising 1,709 recommendation-level…
AI Summary & Key Takeaways
- arXiv:2610.30631v1 Announce Type: new Abstract: Medical knowledge evolves as clinical guidelines revise recommendations, yet whether large language models (LLMs) faithfully incorporate such changes remains unclear
- We introduce ChronoEvo, comprising 1,709 recommendation-level…
Large language models show systematic failures in incorporating evolving medical knowledge
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