EvoSQL: Memory-Augmented Critic-Generator Co-Evolution for Text-to-SQL
EvoSQL is presented, a co-evolution framework that formulates SQL synthesis as an iterative interaction between a generator and a critic and maintains a contextualized candidate memory, verifies SQL candidates with both execution signals and LLM-based critique, and updates its memory through utility-guided aggregation.