paper_type.json (275B)
1 { 2 "paper_type": "empirical", 3 "reason": "Proposes an iterative vulnerability repair pipeline and reports quantitative experimental results across multiple LLMs with metrics (correctness scores, CodeBLEU improvements), making empirical findings the primary contribution." 4 }