paper_type.json (266B)
1 { 2 "paper_type": "empirical", 3 "reason": "The paper conducts controlled experiments benchmarking multiple LLMs on vulnerability detection and repair across 2,315 code snippets with quantitative performance metrics and trend analysis as the primary contribution." 4 }