This paper introduces LLMSQL, a systematically revised and transformed version of the WikiSQL dataset specifically designed for the LLM era of Text-to-SQL. It addresses and rectifies various structural and annotation issues in the original WikiSQL, providing a clean and reliable benchmark for evaluating large language models.