ResearchBenchmarksConcept recovery probing (1D logistic probe) on Open Images 432 binary tasks (test)Follow0.6372CLIP Image ScoreUSAE0.4934720.5307860.56810.605414Jul 7, 2025Evaluation ResultsMethodMethodLinksCLIP Image ScoreCLIP Text ScoreDINO ScoreUSAETopK Type=–, λ=–TopK Type=–, λ=–2025.070.63720.6470.6494SPARCTopK Type=Global, λ=1.0TopK Type=Global, λ=1.02025.070.53540.56460.5409AblationTopK Type=Global, λ=0.0TopK Type=Global, λ=0.02025.070.53360.49420.5194AblationTopK Type=Local, λ=0.0TopK Type=Local, λ=0.02025.070.52380.49040.5265AblationTopK Type=Local, λ=1.0TopK Type=Local, λ=1.02025.070.4990.53630.517