Research on the construction and application of retrieval enhanced generation (RAG) model based on knowledge graph.

Wang S, Yang H, Liu W

Open source

DOI: 10.1038/s41598-025-21222-z
Published: 2025 Nov 18
Container: Scientific reports
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-025-21222-z,
  title = {Research on the construction and application of retrieval enhanced generation (RAG) model based on knowledge graph.},
  author = {Wang S and Yang H and Liu W},
  year = {2025},
  journal = {Scientific reports},
  doi = {10.1038/s41598-025-21222-z},
  url = {https://doi.org/10.1038/s41598-025-21222-z}
}

RIS

TY  - JOUR
TI  - Research on the construction and application of retrieval enhanced generation (RAG) model based on knowledge graph.
AU  - Wang S
AU  - Yang H
AU  - Liu W
PY  - 2025
JO  - Scientific reports
DO  - 10.1038/s41598-025-21222-z
UR  - https://doi.org/10.1038/s41598-025-21222-z
ER  -

APA

S, W., H, Y., & W, L. (2025). Research on the construction and application of retrieval enhanced generation (RAG) model based on knowledge graph.. Scientific reports. https://doi.org/10.1038/s41598-025-21222-z

Source records

pubmed · retrieved 2026-09-26T16:01:09.521Z
europe-pmc · retrieved 2026-09-26T16:01:09.544Z
doaj · retrieved 2026-09-26T16:01:09.537Z