paper_type.json (322B)
1 { 2 "paper_type": "empirical", 3 "reason": "Runs experiments across 222 known vulnerabilities and 24 open-source projects, reports quantitative recall/SFDR metrics, and analyzes error patterns through manual sampling—primary contribution is experimental findings about LLM-based vulnerability detection effectiveness." 4 }