3 papers
cs.CL2025
SLM-SQL: An Exploration of Small Language Models for Text-to-SQL
Lei Sheng, Shuai-Shuai Xu
Large language models (LLMs) have demonstrated strong performance in translating natural language questions into SQL queries (Text-to-SQL). In contrast, small language models (SLMs…
cs.CL2025
CSC-SQL: Corrective Self-Consistency in Text-to-SQL via Reinforcement Learning
Lei Sheng, Shuai-Shuai Xu
Large language models (LLMs) have demonstrated strong capabilities in translating natural language questions about relational databases into SQL queries. In particular, test-time s…
cs.CL2025
BASE-SQL: A powerful open source Text-To-SQL baseline approach
Lei Sheng, Shuai-Shuai Xu, Wei Xie
The conversion of natural language into SQL language for querying databases (Text-to-SQL) has broad application prospects and has attracted widespread attention. At present, the ma…