In Part 1 of this series, we explored the intricacies of language models' "Retrieval" aspect, delving into how these models search and pull relevant information from vast data repositories. As we continue our journey into understanding the inner workings of language models, let’s turn our attention to the next crucial stage, "Augmentation and Generation." In this blog post, we will explore the augmentation and generation phase, a process that is integral to the functioning of the RAG pipeline.