# Large language models show systematic failures in incorporating evolving medical knowledge

**Published:** October 23, 2026
**Author:** Min Zeng, Zaifu Zhan, Kai Yu, Rui Zhang
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/large-language-models-show-systematic-failures-in-incorporating-evolving

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…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.30631)

**Tags:** #arXiv

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