ResearchBenchmarksPoisoning Defense Evaluation on 7x7 target-injected tasks CTBA poisonedFollow3.78Delta Attack Effectiveness (%)CROW3.05927.924612.7917.6554May 26, 2026Evaluation ResultsMethodMethodLinksDelta Attack Effectiveness (%)CROWModel=PHI4-15BModel=PHI4-15B2026.053.78CROWModel=QWE3-30BModel=QWE3-30B2026.055.01CROWModel=QWE3-4BModel=QWE3-4B2026.057.63CROWModel=GEM3-12BModel=GEM3-12B2026.0518.7CROWModel=LLA3-8BModel=LLA3-8B2026.0521.8