The Importance of Retrieval Augmented Systems

Retrieval augmented models where you have an LLM, but then you augmented with whatever vector database and knowledge base. Some people are starting to use this as a way to solve the hallucination problem. The idea here is if I'm talking to a system like chat and GPT, it will often answer and say, look, my information is only current to my cutoff date of 2021. But what's really valuable is to have a system likeChat GPT that can reason on top of your organization's data.