RETRIEVAL IS MORE THAN JUST EMBEDDING SEARCH

Summary from the TLDR AI newsletter

Language models regularly hallucinate details to factual queries. By retrieving the facts, we can reduce these inaccuracies. However, the naive form of Retrieval Augmented Generation (RAG) of embedding a query and searching against a vector store often performs poorly. This post discusses how to dramatically improve performance with query objects and information retrieval techniques.