ResearchBenchmarksAttack Detection and Code Inversion on CodeScan (evaluation)Follow100PrecisionCodeScan9597.5100102.5Mar 17, 2026Evaluation ResultsMethodMethodLinksPrecisionRecallF1-scoreOverhead (s)AST_DBLEUCodeScanModel=CodeLlama-34BModel=CodeLlama-34B2026.031001001003,218.870.103978.52CodeScanModel=QwenCoder-14BModel=QwenCoder-14B2026.03100100100448.480.024388.66CodeScanModel=StarCoder-15BModel=StarCoder-15B2026.031001001003,139.220.027692.95