Unlocking Efficient Data Retrieval with Query Construction Techniques in RAG Systems

Unlocking Efficient Data Retrieval with Query Construction Techniques in RAG Systems

Click πŸ‘‡πŸ» to follow, article from β€œ With the expanding application of large language models (LLMs), Retrieval-Augmented Generation (RAG) has become a mature technology. The popularity of products like txt2sql and ChatBI highlights the increasing importance of query construction techniques. This article analyzes the process of query construction and illustrates, through examples, how to transform … Read more

Agentic RAG: Extending RAG to SQL Databases

Agentic RAG: Extending RAG to SQL Databases

Figure: Agentic RAG (Image from the author) 1. Introduction Given the way technology evolves, we have become accustomed to thinking about certain solution constructs from the perspective of specific tools and platforms. For example, Retrieval-Augmented Generation (RAG) is ubiquitous in today’s Gen AI world. Given its emergence in the Gen AI era, we mainly view … Read more