Understanding the Future of Knowledge Graph-Driven Retrieval Augmented Generation (RAG)

Michael Iantosca 12 Oct 2024
Understanding the Future of Knowledge Graph-Driven Retrieval Augmented Generation (RAG)As artificial intelligence (AI) continues revolutionizing content management and knowledge systems, organizations are grappling with creating and maintaining accurate, reliable, and scalable AI models. In an upcoming presentation led by Michael Iantosca, Senior Director of Knowledge Platforms at Avalara, and Helmut Nagy, COO of Semantic Web Company (SWC), on October 16, the power of knowledge graph-driven Retrieval Augmented Generation (RAG) models is explored as an elegant solution to these challenges. They argue that traditional vector-based RAG models are fraught with limitations and propose a shift towards knowledge graph-driven RAG to enhance AI applications.Note: The full paper about the DOM Graph RAG model is available here on Medium at https://medium.com/@nc_mike/document-object-model-graph-rag-af8ae452b0b6.