paper_type.json (257B)
1 { 2 "paper_type": "empirical", 3 "reason": "Proposes CodeGuarder framework and validates it through quantitative experiments on CyberSecEval benchmark across multiple LLMs and languages, reporting security improvements and functional correctness metrics." 4 }