IESR:Efficient MCTS-Based Modular Reasoning for Text-to-SQL with Large Language Models

IESR is a modular framework for Text-to-SQL that separates mathematical computation from SQL generation using information understanding, MCTS search, and trajectory verification. It explores multiple reasoning paths to find the best query, achieving state-of-the-art results on complex benchmarks without requiring model fine-tuning.

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