ResearchBenchmarksPoisoning Defense Evaluation on 7x7 target-injected tasks CoA poisonedFollow76.5Delta Attack EffectivenessSecAlign39.47649.08858.768.312May 26, 2026Evaluation ResultsMethodMethodLinksDelta Attack EffectivenessSecAlignModel=LLA3-8BModel=LLA3-8B2026.0576.5SecAlignModel=QWE3-30BModel=QWE3-30B2026.0571SecAlignModel=PHI4-15BModel=PHI4-15B2026.0561.5SecAlignModel=GEM3-12BModel=GEM3-12B2026.0545.8SecAlignModel=QWE3-4BModel=QWE3-4B2026.0540.9