ResearchBenchmarksVulnerability Detection on RuoyiFollow3Vuln CountArgus-0.120.691.52.31Apr 8, 2026Evaluation ResultsMethodMethodLinksVuln CountTokensSink CountArgus2026.04332,836—ArgusTool=Argus, LLM Backbo...Tool=Argus, LLM Backbone=Claude-Sonnet-3.52026.043—3ArgusTool=Argus, LLM Backbo...Tool=Argus, LLM Backbone=Claude-Sonnet-4.52026.043—3IRIS2026.04022,300—CodeQLTool=CodeQLTool=CodeQL2026.040——IRISTool=IRISTool=IRIS2026.040—980