Decoupling SQL query hardness parsing for text-to-SQL

J Yi, G Chen, X Zhou - Neurocomputing, 2025 - Elsevier
The fundamental goal of the Text-to-SQL task is to translate natural language question into
SQL query. Current research, which has made significant progress, primarily emphasizes …

QDA-SQL: Questions Enhanced Dialogue Augmentation for Multi-Turn Text-to-SQL

Y Sun, Z Guo, H Yu, C Liu, X Li, B Wang, X Yu… - arXiv preprint arXiv …, 2024 - arxiv.org
Fine-tuning large language models (LLMs) for specific domain tasks has achieved great
success in Text-to-SQL tasks. However, these fine-tuned models often face challenges with …

Evaluating and Enhancing LLMs for Multi-turn Text-to-SQL with Multiple Question Types

Z Guo, C Ma, Y Sun, T Zhao, G Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
Recent advancements in large language models (LLMs) have significantly advanced text-to-
SQL systems. However, most LLM-based methods often narrowly focus on SQL generation …