Hyper-RAG: combating LLM hallucinations using hypergraph-driven retrieval-augmented generation

Y Yifan Feng (School of Life Science and Technology, ShanghaiTech University) H Hao Hu S Shihui Ying X Xingliang Hou (Guangdong Provincial Key Laboratory of Applied Botany & State Key Laboratory of Plant Diversity and Specialty Crops, South China Botanical Garden, Chinese Academy of Sciences) S Shiquan Liu M Mingyuan Yang J Junchang Li S Shaoyi Du N Nanning Zheng H Han Hu Y Yue Gao

Article Details

Volume / Issue Vol. 17, Issue 1
Published April 27, 2026
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (11)

Y

Yifan Feng

School of Life Science and Technology, ShanghaiTech University

H

Hao Hu

S

Shihui Ying

X

Xingliang Hou

Guangdong Provincial Key Laboratory of Applied Botany & State Key Laboratory of Plant Diversity and Specialty Crops, South China Botanical Garden, Chinese Academy of Sciences

S

Shiquan Liu

M

Mingyuan Yang

J

Junchang Li

S

Shaoyi Du

N

Nanning Zheng

H

Han Hu

Y

Yue Gao