Addressing benchmarking gaps in large language models for health and medicine with dynamic red-teaming

Jiazhen Pan, Bailiang Jian, Paul Hager, Yundi Zhang, Che Liu, Friedrike Jungmann, Hongwei Bran Li, Julian Canisius, Chenyu You, Junde Wu, Jiayuan Zhu, Fenglin Liu, Yuyuan Liu, Niklas Bubeck, Moritz Knolle, Chen Chen, Christian Wachinger, Zhenyu Gong, Cheng Ouyang, Georgios Kaissis, Benedikt Wiestler, Daniel Rueckert

Open source

DOI
10.1038/s44360-026-00152-8
Published
2026-07-15
Container
Nature Health
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1038/s44360-026-00152-8,
  title = {Addressing benchmarking gaps in large language models for health and medicine with dynamic red-teaming},
  author = {Jiazhen Pan and Bailiang Jian and Paul Hager and Yundi Zhang and Che Liu and Friedrike Jungmann and Hongwei Bran Li and Julian Canisius and Chenyu You and Junde Wu and Jiayuan Zhu and Fenglin Liu and Yuyuan Liu and Niklas Bubeck and Moritz Knolle and Chen Chen and Christian Wachinger and Zhenyu Gong and Cheng Ouyang and Georgios Kaissis and Benedikt Wiestler and Daniel Rueckert},
  year = {2026},
  journal = {Nature Health},
  doi = {10.1038/s44360-026-00152-8},
  url = {https://doi.org/10.1038/s44360-026-00152-8}
}

RIS

TY  - JOUR
TI  - Addressing benchmarking gaps in large language models for health and medicine with dynamic red-teaming
AU  - Jiazhen Pan
AU  - Bailiang Jian
AU  - Paul Hager
AU  - Yundi Zhang
AU  - Che Liu
AU  - Friedrike Jungmann
AU  - Hongwei Bran Li
AU  - Julian Canisius
AU  - Chenyu You
AU  - Junde Wu
AU  - Jiayuan Zhu
AU  - Fenglin Liu
AU  - Yuyuan Liu
AU  - Niklas Bubeck
AU  - Moritz Knolle
AU  - Chen Chen
AU  - Christian Wachinger
AU  - Zhenyu Gong
AU  - Cheng Ouyang
AU  - Georgios Kaissis
AU  - Benedikt Wiestler
AU  - Daniel Rueckert
PY  - 2026
JO  - Nature Health
DO  - 10.1038/s44360-026-00152-8
UR  - https://doi.org/10.1038/s44360-026-00152-8
ER  - 

APA

Pan, J., Jian, B., Hager, P., Zhang, Y., Liu, C., Jungmann, F., Li, H. B., Canisius, J., You, C., Wu, J., Zhu, J., Liu, F., Liu, Y., Bubeck, N., Knolle, M., Chen, C., Wachinger, C., Gong, Z., Ouyang, C., Kaissis, G., Wiestler, B., & Rueckert, D. (2026). Addressing benchmarking gaps in large language models for health and medicine with dynamic red-teaming. Nature Health. https://doi.org/10.1038/s44360-026-00152-8

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