From LLMs to AI agents: a systematic benchmark for SAO structure extraction in patent analytics

G Gengfeng Zheng (Laboratory of Advanced Materials, State Key Laboratory of Porous Materials for Separation and Conversion, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials) T Tiancheng An Y Yan Zuo S Shuyi Wang (Institute of Flexible Electronics (IFE, Future Technologies), State Key Laboratory of Vaccines for Infectious Diseases, Xiang An Biomedicine Laboratory) Y Yujia Zhai

Article Details

Volume / Issue Vol. 16, Issue 1
Published April 22, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (5)

G

Gengfeng Zheng

Laboratory of Advanced Materials, State Key Laboratory of Porous Materials for Separation and Conversion, Shanghai Key Laboratory of Molecular Catalysis and Innovative Materials

T

Tiancheng An

Y

Yan Zuo

S

Shuyi Wang

Institute of Flexible Electronics (IFE, Future Technologies), State Key Laboratory of Vaccines for Infectious Diseases, Xiang An Biomedicine Laboratory

Y

Yujia Zhai