Knowledge-to-SQL: Enhancing SQL Generation with Data Expert LLM

arXiv:2402.11517v1 Announce Type: new
Abstract: Generating accurate SQL for user queries (text-to-SQL) is a long-standing problem since the generation of the SQL requires comprehending the query and database and retrivale the accurate data from the database accordingly. Existing models rely on the comprehensive ability of Large Language Models (LLMs) to generate the SQL according to the database schema. However, there is some necessary knowledge that is not explicitly included in the database schema or has been learned by LLMs. Thus, …

abstract arxiv cs.cl data database expert generate knowledge language language models large language large language models llm llms queries query sql sql generation text text-to-sql type