Relationship between Vector Databases and Knowledge Graphs, Introduction of Retrieval Augmented Generation (RAG), and Discussions on Reference Architecture

This chapter explores the connection between vector databases and knowledge graphs, emphasizing the limitations of strings in databases and how knowledge graphs provide context. It also introduces the concept of retrieval augmented generation (RAG) and discusses the potential of knowledge graphs in re-ranking language model results.