ResearchBenchmarksVulnerability Detection on PublicCMSVulnerability Detection on PublicCMSFollow6Detected Vulnerabilities CountArgus-0.241.3834.62Apr 8, 2026Evaluation resultsMethodMethodLinksDetected Vulnerabilities CountTokens ProcessedSinks CountArgus2026.046194,538—ArgusTool=Argus, LLM Backbo...Tool=Argus, LLM Backbone=Claude-Sonnet-3.52026.046—8ArgusTool=Argus, LLM Backbo...Tool=Argus, LLM Backbone=Claude-Sonnet-4.52026.046—8IRIS2026.04035,500—CodeQLTool=CodeQLTool=CodeQL2026.040——IRISTool=IRISTool=IRIS2026.040—5,840