Small open-source LLMs specialized for SQL can outperform general-purpose chat models on Text-to-SQL tasks, and lightweight iterative retry workflows can stabilize results without increasing model size.

#OpenSourceAI #TextToSQL #LLMs #AIResearch
https://arxiv.org/abs/2610.17305