Memorization in large language models in medicine prevalence characteristics and implications

Anran Li, Lingfei Qian, Mengmeng Du, Yu Yin, Yan Hu, Zihao Sun, Yihang Fu, Hyunjae Kim, Erica Stutz, Xuguang Ai, Qianqian Xie, Rui Zhu, Jimin Huang, Yifan Yang, Siru Liu, Yih-Chung Tham, Lucila Ohno-Machado, Hyunghoon Cho, Zhiyong Lu, Hua Xu, Qingyu Chen

Open source

DOI
10.1038/s41467-026-73779-6
Published
2026-06-19
Container
Nature Communications
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1038/s41467-026-73779-6,
  title = {Memorization in large language models in medicine prevalence characteristics and implications},
  author = {Anran Li and Lingfei Qian and Mengmeng Du and Yu Yin and Yan Hu and Zihao Sun and Yihang Fu and Hyunjae Kim and Erica Stutz and Xuguang Ai and Qianqian Xie and Rui Zhu and Jimin Huang and Yifan Yang and Siru Liu and Yih-Chung Tham and Lucila Ohno-Machado and Hyunghoon Cho and Zhiyong Lu and Hua Xu and Qingyu Chen},
  year = {2026},
  journal = {Nature Communications},
  doi = {10.1038/s41467-026-73779-6},
  url = {https://doi.org/10.1038/s41467-026-73779-6}
}

RIS

TY  - JOUR
TI  - Memorization in large language models in medicine prevalence characteristics and implications
AU  - Anran Li
AU  - Lingfei Qian
AU  - Mengmeng Du
AU  - Yu Yin
AU  - Yan Hu
AU  - Zihao Sun
AU  - Yihang Fu
AU  - Hyunjae Kim
AU  - Erica Stutz
AU  - Xuguang Ai
AU  - Qianqian Xie
AU  - Rui Zhu
AU  - Jimin Huang
AU  - Yifan Yang
AU  - Siru Liu
AU  - Yih-Chung Tham
AU  - Lucila Ohno-Machado
AU  - Hyunghoon Cho
AU  - Zhiyong Lu
AU  - Hua Xu
AU  - Qingyu Chen
PY  - 2026
JO  - Nature Communications
DO  - 10.1038/s41467-026-73779-6
UR  - https://doi.org/10.1038/s41467-026-73779-6
ER  - 

APA

Li, A., Qian, L., Du, M., Yin, Y., Hu, Y., Sun, Z., Fu, Y., Kim, H., Stutz, E., Ai, X., Xie, Q., Zhu, R., Huang, J., Yang, Y., Liu, S., Tham, Y., Ohno-Machado, L., Cho, H., Lu, Z., Xu, H., & Chen, Q. (2026). Memorization in large language models in medicine prevalence characteristics and implications. Nature Communications. https://doi.org/10.1038/s41467-026-73779-6

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