XML Fuzzing on XML fuzzing benchmarks
8,061Mean Lines CoveredRSFT
Evaluation results
| Method | Links | |
|---|---|---|
| RSFTGrammar constraint=Without Grammar, LLM Backbone=Qwen-14B2025.10 | 8,061 | |
| CARSGrammar constraint=Without Grammar, LLM Backbone=Qwen-7B2025.10 | 8,045 | |
| RSFTGrammar constraint=With Grammar, LLM Backbone=Qwen-14B2025.10 | 8,041 | |
| CARSGrammar constraint=Without Grammar, LLM Backbone=Qwen-14B2025.10 | 8,041 | |
| CARSGrammar constraint=With Grammar, LLM Backbone=Qwen-14B2025.10 | 8,039 | |
| RSFTGrammar constraint=With Grammar, LLM Backbone=Qwen-7B2025.10 | 8,033 | |
| CARSGrammar constraint=With Grammar, LLM Backbone=Llama-8B2025.10 | 8,033 | |
| MCMCGrammar constraint=With Grammar, LLM Backbone=Qwen-14B2025.10 | 8,023 | |
| CARSGrammar constraint=With Grammar, LLM Backbone=Qwen-7B2025.10 | 8,022 | |
| ARSGrammar constraint=With Grammar, LLM Backbone=Qwen-14B2025.10 | 8,014 | |
| MCMCGrammar constraint=Without Grammar, LLM Backbone=Qwen-14B2025.10 | 8,011 | |
| CARSGrammar constraint=Without Grammar, LLM Backbone=Llama-8B2025.10 | 7,984 | |
| MCMCGrammar constraint=Without Grammar, LLM Backbone=Qwen-7B2025.10 | 7,977 | |
| RSFTGrammar constraint=Without Grammar, LLM Backbone=Llama-8B2025.10 | 7,966 | |
| MCMCGrammar constraint=Without Grammar, LLM Backbone=Llama-8B2025.10 | 7,964 | |
| RSFTGrammar constraint=With Grammar, LLM Backbone=Llama-8B2025.10 | 7,944 | |
| RSFTGrammar constraint=Without Grammar, LLM Backbone=Qwen-7B2025.10 | 7,942 | |
| MCMCGrammar constraint=With Grammar, LLM Backbone=Qwen-7B2025.10 | 7,937 | |
| MCMCGrammar constraint=With Grammar, LLM Backbone=Llama-8B2025.10 | 7,933 | |
| ARSGrammar constraint=With Grammar, LLM Backbone=Qwen-7B2025.10 | 7,891 | |
| ARSGrammar constraint=With Grammar, LLM Backbone=Llama-8B2025.10 | 7,871 | |
| GCDGrammar constraint=With Grammar, LLM Backbone=Llama-8B2025.10 | 7,844 | |
| GCDGrammar constraint=With Grammar, LLM Backbone=Qwen-14B2025.10 | 7,609 | |
| GCDGrammar constraint=Without Grammar, LLM Backbone=Qwen-14B2025.10 | 7,249 | |
| GCDGrammar constraint=Without Grammar, LLM Backbone=Qwen-7B2025.10 | 7,209 | |
| GCDGrammar constraint=With Grammar, LLM Backbone=Qwen-7B2025.10 | 7,120 | |
| GCDGrammar constraint=Without Grammar, LLM Backbone=Llama-8B2025.10 | 7,117 |