X @Avi Chawla

To recap, instead of producing independent chunk embeddings, contextualized chunk embedding models like voyage-context-3 process the entire doc in a single pass to embed each chunk.This leads to document-aware chunk embeddings that generate semantically aware retrieval in RAG.Check the visual below 👇Thanks to the #MongoDB team for working with me on this thread! ...