Do text embeddings perfectly encode text?

The rise of the vector databaseAs a result of the rapid advancement of generative AI in recent years, many companies are rushing to integrate AI into their businesses. One of the most common ways of doing this is to build AI systems that answer questions concerning information that can be found within a database of documents. Most solutions for such a problem are based on one key technique: Retrieval Augmented Generation (RAG). Overview of a RAG system.‌ ‌Source: “Retrieval-Augmented Generation ...