ResearchBenchmarksConcept recovery probing (1D logistic probe) on Open Images 432 binary tasks (test)Concept 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