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Communicating Ontology Knowledge with an LLM in Graph RAG: The power of simplicity and standards
One of the biggest challenges in Graph Retrieval Augmented Generation (RAG) systems is how to communicate knowledge from the ontology (e.g., subclasses, types, property values) to the LLM. The approach described in this post is very simple and easy to reuse but surprisingly effective.

Michael DeBellis
May 129 min read
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Watch Your S: A Subtle "Gotcha" of IRIs
A short article on a subtle "gotcha" involving http and https in IRIs plus some info on catalog XML files

Michael DeBellis
Oct 30, 20253 min read
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Using SPARQL to Delete Duplicate Instances
Describes developing a query to delete objects that have different IRIs but are essentially duplicates.

Michael DeBellis
Apr 9, 20243 min read
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Puns in the Web Ontology Language (OWL): Why We Need Them and How to Use Them
The reasons that puns are needed in the Web Ontology Language (OWL) and some discussion of how to use them

Michael DeBellis
Nov 21, 20238 min read
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