This repository aggregates academic surveys (TKDE'25, VLDB'24, VLDB'25) on Text-to-SQL systems powered by large language models. It provides a comprehensive literature review, in-depth analysis of research papers, and benchmark evaluations for the NL2SQL field. The handbook aims to help researchers and practitioners track advancements in using LLMs to convert natural language queries into executable SQL statements.