Generative AI

How To Perform Index Optimization in Retrieval-Augmented Generation (RAG) Systems

How To Perform Index Optimization in Retrieval-Augmented Generation (RAG) Systems

Index optimization in Retrieval-Augmented Generation (RAG) systems involves fine-tuning the retrieval component to enhance the efficiency and accuracy of document or knowledge retrieval. This is crucial because the quality of retrieved documents directly impacts the quality of generated responses. Here are strategies for optimizing indexing in RAG systems: 1. Preprocessing Documents for Optimal Indexing 2. Choosing the…