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Exploring GraphRAG Implementations with RDF Knowledge Graphs

Avatar of Fran莽ois S.Fran莽ois S.
路Feb 04, 2025 12:29 AM

Has anyone experience with GraphRag over a RDF store? I am aware of this post https://medium.com/@ianormy/microsoft-graphrag-with-an-rdf-knowledge-graph-part-1-00a354afdb09 but haven't seen anything else. I am particularly interested in graphRAG implementations that can model the resulting KG in RDF, and in approaches that match the extracted entities and relations to an existing KG

6 comments

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  • Avatar of Denny V.
    Denny V.
    路

    A colleague of mine had an interesting approach recently, that combined document and graph RAG-gish ideas (over Wikipedia and Wikidata respectively) for search: https://arxiv.org/abs/2501.11301

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  • Avatar of Bob DuCharme
    Bob DuCharme
    路

    Graphwise (formerly Ontotext and Semantic Web Company; also my employer) is doing a lot in that area. You could start at https://www.ontotext.com/knowledgehub/fundamentals/what-is-graph-rag/. Here's a short video that I made about something we built on top of this: https://www.youtube.com/watch?v=dCndx2QJRIQ

    Video thumbnail
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  • Avatar of Nimit M.
    Nimit M.
    路

    Fran莽ois S. Talk to Steve H.. Implementing this and presenting on it at teh Databricks summit.

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  • Avatar of Steve H.
    Steve H.
    路

    Hi Fran莽ois S. - Here are two blogs/tutorials I've written about graph RAG using RDF:

    • https://medium.com/towards-data-science/how-to-implement-graph-rag-using-knowledge-graphs-and-vector-databases-60bb69a22759

    • https://medium.com/towards-data-science/how-to-build-a-graph-rag-app-b323fc33ba06

    The code for these tutorials and the graph RAG app itself is available on my GitHub here: https://github.com/SteveHedden/kg_llm I'm recording a webinar (hopefully today) which I can send to you too if you'd like. Let me know if you have any questions or would like to discuss more.

  • Avatar of Fran莽ois S.
    Fran莽ois S.
    路

    Thank you Steve. Feel free to oist the webinar here, I'm sure others will be interested

  • Avatar of Steve H.
    Steve H.
    路

    Here is the webinar if you're interested Fran莽ois S.: https://learn.topquadrant.com/wbn-graph-rag-app

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