Fuzzing on JSON fuzzing target
100Generations to Find 100 Valid SamplesGCD
Evaluation Results
| Method | Links | |
|---|---|---|
| GCDModel=Llama-8B, Prompt Condition=Without Grammar in Prompt2025.10 | 100 | |
| GCDModel=Qwen-7B, Prompt Condition=Without Grammar in Prompt2025.10 | 100 | |
| GCDModel=Qwen-14B, Prompt Condition=Without Grammar in Prompt2025.10 | 100 | |
| GCDModel=Llama-8B, Prompt Condition=With Grammar in Prompt2025.10 | 100 | |
| GCDModel=Qwen-7B, Prompt Condition=With Grammar in Prompt2025.10 | 100 | |
| GCDModel=Qwen-14B, Prompt Condition=With Grammar in Prompt2025.10 | 100 | |
| CARSModel=Qwen-14B, Prompt Condition=With Grammar in Prompt2025.10 | 121 | |
| RSFTModel=Qwen-14B, Prompt Condition=With Grammar in Prompt2025.10 | 124 | |
| RSFTModel=Qwen-7B, Prompt Condition=With Grammar in Prompt2025.10 | 127 | |
| CARSModel=Llama-8B, Prompt Condition=Without Grammar in Prompt2025.10 | 130 | |
| CARSModel=Qwen-7B, Prompt Condition=With Grammar in Prompt2025.10 | 131 | |
| CARSModel=Qwen-14B, Prompt Condition=Without Grammar in Prompt2025.10 | 197 | |
| CARSModel=Qwen-7B, Prompt Condition=Without Grammar in Prompt2025.10 | 230 | |
| RSFTModel=Qwen-14B, Prompt Condition=Without Grammar in Prompt2025.10 | 319 | |
| RSFTModel=Qwen-7B, Prompt Condition=Without Grammar in Prompt2025.10 | 341 | |
| CARSModel=Llama-8B, Prompt Condition=With Grammar in Prompt2025.10 | 475 | |
| RSFTModel=Llama-8B, Prompt Condition=Without Grammar in Prompt2025.10 | 601 | |
| RSFTModel=Llama-8B, Prompt Condition=With Grammar in Prompt2025.10 | 874 | |
| MCMCModel=Llama-8B, Prompt Condition=Without Grammar in Prompt2025.10 | 1,000 | |
| MCMCModel=Qwen-7B, Prompt Condition=Without Grammar in Prompt2025.10 | 1,000 | |
| MCMCModel=Qwen-14B, Prompt Condition=Without Grammar in Prompt2025.10 | 1,000 | |
| MCMCModel=Llama-8B, Prompt Condition=With Grammar in Prompt2025.10 | 1,000 | |
| MCMCModel=Qwen-7B, Prompt Condition=With Grammar in Prompt2025.10 | 1,000 | |
| MCMCModel=Qwen-14B, Prompt Condition=With Grammar in Prompt2025.10 | 1,000 |