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Using GPT Models for Knowledge Graphs and Ontologies

Avatar of Aniket M.Aniket M.
·Feb 19, 2024 10:54 AM

Anybody using/taking help of GPT models/Prompt Engineering to create Knowledge Graphs/Ontologies?

9 comments

· Sorted by Oldest
  • Avatar of Matthias S.
    Matthias S.
    ·

    With my colleague Marion S. we do. we first implemented OLAF, our python ontology learning framework: https://gitlab.insa-rouen.fr/msesboue/ontology-learning We now have an LLM component for each task and are testing using them compared to more traditional appraoches. Another slictly different but interesting project is LLMs4OL: https://github.com/HamedBabaei/LLMs4OL Happy to discuss if you have any thoughts 🙂

  • Avatar of Vladimir A.
    Vladimir A.
    ·

    We at Ontotext have also used LLM to create taxonomies, ontologies, NEL, and extract events from text.

  • Avatar of Aniket M.
    Aniket M.
    ·

    Matthias S. thanks for your resources, will go through them.

  • Avatar of Aniket M.
    Aniket M.
    ·

    Vladimir A. awesome sounds interesting! May I know more about it or get more information on it.

  • Avatar of Panos A.
    Panos A.
    ·

    Hi, Aniket M., I have been using LLMs for KG development as well too, I am actually holding a course on this next week: https://learning.oreilly.com/live-events/knowledge-graphs-large-language-models-bootcamp/0636920091408/

    👍1
  • Avatar of Aniket M.
    Aniket M.
    ·

    Panos A. thanks a lot.

  • Avatar of Ghislain A.
    Ghislain A.
    ·

    Hello Aniket M. - you can also find this resource useful “LLM-based ontological extraction tools, including SPIRES” - https://github.com/monarch-initiative/ontogpt

  • Avatar of Vladimir A.
    Vladimir A.
    ·

    "extract events from text": see a blog and embedded video https://www.ontotext.com/blog/superpowers-of-ontotexts-relation-and-event-detector/

  • Avatar of Vladimir A.
    Vladimir A.
    ·

    And this seems interesting https://arxiv.org/abs/2307.03067