ZAS-SQL: Distilling Rules from Failures for Zero-Shot Text-to-SQL

Benchmark Model Rank Results
text-to-sql-on-spiderZAS-SQL + DeepSeek-V3–Execution Accuracy (Test): 87.8
text-to-sql-on-spiderZAS-SQL + Qwen2.5-14B-Instruct–Execution Accuracy (Test): 87.6
text-to-sql-on-spiderZAS-SQL + Qwen2.5-3B-Instruct–Execution Accuracy (Test): 69.7
text-to-sql-on-spiderZAS-SQL + Qwen2.5-Coder-14B–Execution Accuracy (Test): 88.6
text-to-sql-on-spiderZAS-SQL + Qwen3-8B–Execution Accuracy (Test): 87.9