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ResearchFormerly WizWand

Fuzzing on JSON fuzzing target

100Generations to Find 100 Valid SamplesGCD
64307550793Oct 2, 2025
Updated 4mo ago

Evaluation results

MethodLinks
GCDModel=Llama-8B, Prompt Condition=Without Grammar in Prompt2025.10100
GCDModel=Qwen-7B, Prompt Condition=Without Grammar in Prompt2025.10100
GCDModel=Qwen-14B, Prompt Condition=Without Grammar in Prompt2025.10100
GCDModel=Llama-8B, Prompt Condition=With Grammar in Prompt2025.10100
GCDModel=Qwen-7B, Prompt Condition=With Grammar in Prompt2025.10100
GCDModel=Qwen-14B, Prompt Condition=With Grammar in Prompt2025.10100
CARSModel=Qwen-14B, Prompt Condition=With Grammar in Prompt2025.10121
RSFTModel=Qwen-14B, Prompt Condition=With Grammar in Prompt2025.10124
RSFTModel=Qwen-7B, Prompt Condition=With Grammar in Prompt2025.10127
CARSModel=Llama-8B, Prompt Condition=Without Grammar in Prompt2025.10130
CARSModel=Qwen-7B, Prompt Condition=With Grammar in Prompt2025.10131
CARSModel=Qwen-14B, Prompt Condition=Without Grammar in Prompt2025.10197
CARSModel=Qwen-7B, Prompt Condition=Without Grammar in Prompt2025.10230
RSFTModel=Qwen-14B, Prompt Condition=Without Grammar in Prompt2025.10319
RSFTModel=Qwen-7B, Prompt Condition=Without Grammar in Prompt2025.10341
CARSModel=Llama-8B, Prompt Condition=With Grammar in Prompt2025.10475
RSFTModel=Llama-8B, Prompt Condition=Without Grammar in Prompt2025.10601
RSFTModel=Llama-8B, Prompt Condition=With Grammar in Prompt2025.10874
MCMCModel=Llama-8B, Prompt Condition=Without Grammar in Prompt2025.101,000
MCMCModel=Qwen-7B, Prompt Condition=Without Grammar in Prompt2025.101,000
MCMCModel=Qwen-14B, Prompt Condition=Without Grammar in Prompt2025.101,000
MCMCModel=Llama-8B, Prompt Condition=With Grammar in Prompt2025.101,000
MCMCModel=Qwen-7B, Prompt Condition=With Grammar in Prompt2025.101,000
MCMCModel=Qwen-14B, Prompt Condition=With Grammar in Prompt2025.101,000