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

Crossref DOI link: https://doi.org/10.1038/s41467-026-71411-1

Published Online: 2026-04-27

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Feng, Yifan https://orcid.org/0000-0003-0878-2986
Hu, Hao https://orcid.org/0009-0009-4894-1196
Ying, Shihui

Hou, Xingliang

Liu, Shiquan

Yang, Mingyuan

Li, Junchang https://orcid.org/0000-0001-6565-1259
Du, Shaoyi https://orcid.org/0000-0002-7092-0596
Zheng, Nanning https://orcid.org/0000-0003-1608-8257
Hu, Han https://orcid.org/0000-0001-7532-0496
Gao, Yue https://orcid.org/0000-0002-4971-590X
License Information

Text and Data Mining valid from 2026-04-27

Accepted Manuscript valid from 2026-04-27
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Article History

Received: 28 May 2025

Accepted: 19 March 2026

First Online: 27 April 2026

Competing interests

: The authors declare no competing interests.