Introduction to RAG for LLMs: Sparse (Lexical) RAG and Dense RAG (Semantic Vector Search)

LLMs struggle with up-to-date information due to knowledge cutoffs, which can lead to hallucinations. Retrieval Augmented Generation (RAG) is introduced as a vital external solution to integrate current data and overcome these limitations.