Text-to-SQL
What I built
Question/schema linking, few-shot memory, model-generated SQL, AST policies, read-only execution, bounded repair and masking.
Result
Returned the correct database result for 84 of 100 sampled questions with Qwen 2.5 Coder 14B, using schema linking, read-only execution and bounded repair.
Evaluation setup and selected results
October 13, 2026: the original Qwen 2.5 Coder 14B baseline achieved 84/100 execution-correct answers on sampled Spider questions with zero skipped cases. A later prompt and schema-coverage refinement improved a separate, predeclared ten-question comparison from 6/10 to 7/10: two fixes and one regression, with 9/10 statements executing and zero skips in each arm. The ten questions were disjoint from the original 100 and five development cases. Independent read-only replay confirmed the scores with unchanged grading. The refinement has not been rerun across the original 100; 84/100 remains the historical baseline. These are sampled project evaluations, not an official full Spider score.
Compare the evaluation evidence →
About the evidence
Based on source review and saved project artifacts. Recorded measurements apply to the stated model, dataset and configuration; they are not claims of a current production deployment.