llm-guidance

InsightSR is a framework that leverages Large Language Models to refine the search space for symbolic regression, improving accuracy and physical consistency through iterative semantic and structural guidance.

SQuaD-SQL uses LLM-guided knowledge distillation to train small language models for Text-to-SQL, achieving 86.9% execution accuracy on WikiSQL while offering faster inference and lower memory usage.