Citation notice #4606 · 2026-07-11 03:19:08.018010+00:00

HealthBench Professional: Evaluating Large Language Models on Real Clinician Chats

cites Large lan- guage models encode clinical knowledge,, which carries a correction notice dated 2023-07-27. One-hop deterministic notice: the citation edge exists in the Pith bibliography graph; no model judged whether the citation was load-bearing.

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01Evidence

Raw extraction · bibliography line · bibliography index 2

URLhttps://proceedings.mlr.press/v174/pal22a.html. Khaled Saab, Tao Tu, Wei-Hung Weng, Ryutaro Tanno, David Stutz, Ellery Wulczyn, Fan Zhang, Tim Strother, Chunjong Park, Elahe Vedadi, et al. Capabilities of gemini models in medicine.arXiv preprint arXiv:2404.18416, 2024. Karan Singhal, Shekoofeh Azizi, Tao Tu, S. Sara Mahdavi, Jason Wei, Hyung Won Chung, Nathan Scales, Ajay Tanwani, Heather Cole-Lewis, Stephen Pfohl, et al. Large language models encode clinical knowledge. 20 Nature, 620:172–180, 2023. doi: 10.1038/s41586-023-06291-2. URLhttps://www.nature.com/articles/ s41586-023-06291-2. Karan Singhal, Tao Tu, Juraj Gottweis, Rory Sayres, Ellery Wulczyn, Mohamed Amin, Le Hou, Kevin Clark, Stephen R. Pfohl, Heather Cole-Lewis, et al. Toward expert-level medical question answering with large language models.Nature Medicine, 31:943–950, 2025. doi: 10.1038/s41591-024-03423-7. URL https://www.nature.com/articles/s41591-024-03423-7. Sarvesh Soni, Soumya Gayen, and Dina Demner-Fushman. Overview of the ArchEHR-QA 2025 shared task on grounded question answering from electronic health records. InProceedings of the 24th Workshop on Biomedical Language Processing, pages 396–405, Vienna, Aust

02Event

Type

Correction

Source

Crossref

Original DOI

10.1038/s41586-023-06291-2

Notice DOI

10.1038/s41586-023-06455-0

Date

2023-07-27

Title

Publisher Correction: Large language models encode clinical knowledge

Reasons

['Correction']

Work

Large lan- guage models encode clinical knowledge, (2023) Nature

Schema constants (for re-runners): correction · crossref

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