ResearchBenchmarksPoisoning Defense Evaluation on 7x7 target-injected tasks VPI poisonedFollow0.55Delta Attack EffectivenessCROW-0.3885.943512.27518.6065May 26, 2026Evaluation ResultsMethodMethodLinksDelta Attack EffectivenessCROWModel=PHI4-15BModel=PHI4-15B2026.050.55CROWModel=QWE3-4BModel=QWE3-4B2026.051.43CROWModel=QWE3-30BModel=QWE3-30B2026.054.11CROWModel=GEM3-12BModel=GEM3-12B2026.0513.3CROWModel=LLA3-8BModel=LLA3-8B2026.0524