In my previous blog, A GenAI-Powered Song Finder in Four Lines of Code , we used vector search to find a song based on a description of the song. We used the vector embeddings just to find a document, but with Retrieval-Augmented Generation (RAG), we use the results of the search as context to a chatbot (like ChatGPT) to provide a grounded answer, thereby avoiding hallucinations, providing source references, and being able to ask questions about things the chatbot doesn’t know about.
With st...
Read it: GraphRAG in (Almost) Pure Cypher