

The Intersection of LLMs, Knowledge Graphs, and Query Generation
Mar 28, 2024
Semih Salihoglu, Associate Professor at University of Waterloo and co-creator of Kuzu, discusses using Large Language Models (LLMs) for query generation in SQL and Cypher. Topics include automation of data warehouses, metadata impact on RAG System, developing graph database engines with multi-database support, integration of knowledge graphs for question answering, and logic-based reasoning with LLMs.
Chapters
Transcript
Episode notes
1 2 3 4 5 6 7
Introduction
00:00 • 3min
Analyzing the Capabilities of LLMs in Generating SQL Queries
02:51 • 21min
Exploring Metadata Impact on RAG System and Cypher Preference
24:05 • 3min
Focus on Developing Graph Database Engine and Multi-Database Support
26:35 • 2min
Exploring the Integration of Knowledge Graphs in RAG for Enhanced Question Answering
28:39 • 19min
Exploring Large Language Models and Knowledge Graphs in Enterprise Search
47:37 • 6min
Exploring the Integration of LLMs and Knowledge Graphs for Logic-Based Reasoning
54:07 • 4min