A 7B model trained with GRPO and a sparse execution-correctness reward reaches 59.97% execution accuracy on BIRD dev, though the evaluation protocol and baseline numbers contain inconsistencies.
Seq2sql: Generating structured queries from natural language using reinforcement learning
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CogniSQL-R1-Zero: Lightweight Reinforced Reasoning for Efficient SQL Generation
A 7B model trained with GRPO and a sparse execution-correctness reward reaches 59.97% execution accuracy on BIRD dev, though the evaluation protocol and baseline numbers contain inconsistencies.