paper_type.json (289B)
1 { 2 "paper_type": "empirical", 3 "reason": "Experiments on 86 fuzz driver generation questions with quantitative metrics (91% success rate, token costs, performance improvements) show the primary contribution is empirical findings about LLM effectiveness, not a new benchmark or survey." 4 }