HH DS + ML Meetup - Neurosymbolic AI with LLMs and Knowledge Graphs

​Register: https://www.meetup.com/de-DE/hamburg-data-science-meetup/events/310344244/

• ​Martin Preusse, Partner & Founder, Kaiser & Preusse 🔗 LinkedIn
  Neurosymbolic AI with LLMs and Knowledge Graphs

​This talk outlines a neurosymbolic approach—combining neural LLMs with symbolic knowledge graphs and ontologies—for practical data-science workflows. We’ll introduce GraphRAG: building a graph from your corpus and using graph structure and summaries to retrieve context, contrasted with text-only RAG. We’ll then use ontologies and SHACL constraints as machine-checkable contracts to scope prompts and validate model outputs. Finally, we’ll discuss using LLMs for entity harmonization and for bootstrapping vocabularies/ontologies, with notes on accuracy, cost, and human oversight. For context, we’ll situate these patterns in recent work on neurosymbolic AI.