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ResearchFormerly WizWand

SQL Fuzzing on SQL fuzzing benchmarks

22,875Mean Lines CoveredRSFT
19,57320,430.2521,287.522,144.75Oct 2, 2025
Updated 5mo ago

Evaluation results

MethodLinks
RSFTBackbone=Qwen-14B, Grammar constraint=Without Grammar2025.1022,875
CARSBackbone=Qwen-14B, Grammar constraint=With Grammar2025.1022,855
CARSBackbone=Qwen-14B, Grammar constraint=Without Grammar2025.1022,827
CARSBackbone=Llama-8B, Grammar constraint=Without Grammar2025.1022,456
RSFTBackbone=Llama-8B, Grammar constraint=Without Grammar2025.1022,223
MCMCBackbone=Qwen-14B, Grammar constraint=With Grammar2025.1021,783
MCMCBackbone=Qwen-14B, Grammar constraint=Without Grammar2025.1021,631
MCMCBackbone=Qwen-7B, Grammar constraint=Without Grammar2025.1021,435
MCMCBackbone=Qwen-7B, Grammar constraint=With Grammar2025.1021,320
CARSBackbone=Qwen-7B, Grammar constraint=Without Grammar2025.1021,278
MCMCBackbone=Llama-8B, Grammar constraint=Without Grammar2025.1021,041
GCDBackbone=Qwen-14B, Grammar constraint=With Grammar2025.1020,871
GCDBackbone=Llama-8B, Grammar constraint=Without Grammar2025.1020,726
GCDBackbone=Qwen-7B, Grammar constraint=With Grammar2025.1020,488
RSFTBackbone=Llama-8B, Grammar constraint=With Grammar2025.1020,174
GCDBackbone=Qwen-14B, Grammar constraint=Without Grammar2025.1020,142
GCDBackbone=Qwen-7B, Grammar constraint=Without Grammar2025.1020,016
MCMCBackbone=Llama-8B, Grammar constraint=With Grammar2025.1019,858
GCDBackbone=Llama-8B, Grammar constraint=With Grammar2025.1019,700