AINeutralarXiv – CS AI · 5h ago6/10
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Progress-SQL: Improving Reinforcement Learning for Text-to-SQL via Progressive Rewards
Researchers introduce Progress-SQL, a reinforcement learning framework that improves large language models' ability to convert natural language queries into SQL code through multi-turn refinement with progressive reward signals. The method uses an Oracle-guided Diagnostic Tree to provide clause-level feedback and demonstrates consistent performance improvements across multiple benchmark datasets.