Topic: Knowledge Graphs with LLMs

[uogbuji]

I'm a long-time aficionado of KGs, ranging from RDF-style to (more often, lately) Property Graphs. There's been a lot of interest lately in

• Knowledge Graphs & LLMs: Multi-Hop Question Answering (Neo4j)

• AI Paper Introduces A Comprehensive RDF Dataset With Over 26 Billion Triples Covering Scholarly Data Across All Scientific Disciplines

• Fluffy, business-y take How knowledge graphs improve generative AI

• Slightly fluffy advocacy pieces:

  • "Graph Databases should be the better choice for Retrieval Augmented Generation (RAG)"
  • "Knowledge Graphs could be a way out of the GenAI hallucinations trap"

• "Beyond RAG: Knowledge-Engineered Generation for LLMs"

• Going for rigor: A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases