MaP-SQL Uses Structured Memory for Fine-Tuning-Free Text-to-SQL Selection

MaP-SQL replaces costly fine-tuning for listwise text-to-SQL selectors with inference-time strategies using reusable structured memories. These memories encode mappings between natural language, schema elements, and SQL operations to mitigate positional bias and ordering errors.