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Overcoming RAG Limitations with Knowledge Graphs: Ontology-Based Retrieval Systems

Vector search alone isn't enough. Upgrade your RAG system with Knowledge Graphs that understand entity relationships.

Overcoming RAG Limitations with Knowledge Graphs: Ontology-Based Retrieval Systems

Overcoming RAG Limitations with Knowledge Graphs: Ontology-Based Retrieval Systems

Vector search alone isn't enough. Upgrade your RAG system with Knowledge Graphs that understand entity relationships.

TL;DR

  • RAG Limitations: Vector similarity alone can't capture entity relationships or hierarchies
  • Ontology: A schema that defines concepts and their relationships (RDF, OWL)
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