2026
LLCE-SQL: Data-Efficient Text-to-SQL Training via Logic-Linking Driven Collaborative Evolution
Training high-performance Text-to-SQL models typically requires massive synthetic datasets, yet existing augmentation methods suffer from semantic drift, structural homogenization, and limited complexity coverage, leading to diminishing returns at scale. This paper proposes LLCE-SQL, a Logic-Linking driven Collaborativ...
Yan Zhang, Jin Qi, Wei Xu et al.
· IEEE Transactions on Audio,... · 0 citations