Yiming Huang
Other people with similar names: Yiming Huang
Unverified author pages with similar names: Yiming Huang
2025
DSMR-SQL: Enhancing Text-to-SQL with Dual-Strategy SQL Generation and Multi-Role SQL Selection
Yiming Huang | Jiyu Guo | Jichuan Zeng | Cuiyun Gao | Peiyi Han | Chuanyi Liu
Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025)
Yiming Huang | Jiyu Guo | Jichuan Zeng | Cuiyun Gao | Peiyi Han | Chuanyi Liu
Proceedings of the 24th China National Conference on Computational Linguistics (CCL 2025)
"Recent advancements in Large Language Models (LLMs) have markedly improved SQL generation. Nevertheless, existing approaches typically rely on single-model designs, limiting their capacity to effectively handle complex user queries. In addition, current methods often face difficulties in selecting the optimal SQL from multiple candidates. To mitigate these limitations,this study presents DSMR-SQL, a two-stage framework consisting of: (1) Dual-Strategy SQLGeneration: DSMR-SQL aims to produce a broader spectrum of SQL queries by using multiple models with two strategies: Supervised Fine-Tuning and In-Context Learning; (2) Multi-RoleSQL Selection: DSMR-SQL seeks to identify the SQL most aligning with user intent by introducing a collaborative framework involving three roles (i.e., Proposer, Critic, Summarizer).Extensive experiments on various datasets substantiate the efficacy of DSMR-SQL in enhancing SQL generation."