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Qwen2.5-3B-Instruct turned into a SQL writer with a 16-bit LoRA. AST-normalised exact match rises from 7.7% to 74.3% on 300 held-out queries, and every output parses as valid SQL. The same cleaning was applied to both models, so the gain is the SQL being right, not the formatting.