Neo4j, Graph, Langchain, Llm, OpenAI.
effectively handle those structured filters, allowing users to narrow their search results according to specific attributes. Metadata filtering uses the pre-filtering approach, where you first narrow down the relevant documents and then apply vector similarity search on the narrowed set. Image by