Resources for understanding how LLMs can be used to help build knowledge graphs. ## GraphRag - [GraphRAG: New tool for complex data discovery now on GitHub - Microsoft Research](https://www.microsoft.com/en-us/research/blog/graphrag-new-tool-for-complex-data-discovery-now-on-github/) - [How LLMs and Knowledge Graphs Can Create Ontologies On Demand](https://www.linkedin.com/pulse/how-llms-knowledge-graphs-can-create-ontologies-demand-scott-cohen) - [Jérémy Ravenel on LinkedIn: What Could Go Wrong When We Start Using LLMs to Organize Knowledge? 7 Pain… | 89 comments](https://www.linkedin.com/posts/jeremyravenel_what-could-go-wrong-when-we-start-using-llms-activity-7214375201797484546-bKdy?utm_source=combined_share_message&utm_medium=member_desktop) ## Ontology Learning - [Convergence of Large Language Models and Ontologies](https://johnbeve.github.io/LLMO-FOIS/) - [Ontology learning methods from text - an extensive knowledge-based approach - ScienceDirect](https://www.sciencedirect.com/science/article/pii/S1877050920319566) - [YouTube- Ontology Learning](https://youtu.be/lXgex750Acs?feature=shared) - [Symposium - Large Language Models for Knowledge Graph and Ontology Engineering](https://kastle-lab.github.io/llms-and-kg-engineering/index) - [Ontology learning - Wikipedia](https://en.wikipedia.org/wiki/Ontology_learning) - [\[2307.16648\] LLMs4OL: Large Language Models for Ontology Learning](https://arxiv.org/abs/2307.16648) ## Projects - [graphrag-accelerator/notebooks/ · GitHub](https://github.com/Azure-Samples/graphrag-accelerator/blob/main/notebooks/1-Quickstart.ipynb) - One-click deploy of a Knowledge Graph powered RAG (GraphRAG) in Azure - [GitHub - fusion-jena/automatic-KG-creation-with-LLM](https://github.com/fusion-jena/automatic-KG-creation-with-LLM) - Automatic Ontology and Knowledge Graph construction with LLM - [GitHub - HamedBabaei/LLMs4OL: LLMs4OL](https://github.com/HamedBabaei/LLMs4OL) - Large Language Models for Ontology Learning - [GitHub - wikit-ai/olaf](https://github.com/wikit-ai/olaf) - OLAF ontology learning system - [Knowledge Graph Slack message about ontology learning systems](https://knowledgegraphconf.slack.com/archives/C017LUAML8Z/p1719469818030679?thread_ts=1719434190.738459&channel=C017LUAML8Z&message_ts=1719469818.030679) Notes: - It’s important to keep the provenance of the knowledge, as demonstrated here: [YouTube](https://youtu.be/r09tJfON6kE?feature=shared) (08:24) --- **Relates to**: