ResearchBenchmarksInterpretability Analysis on ImageNet-100 (test)Interpretability Analysis on ImageNet-100 (test)Follow36.14Consistency ScoreBayesNCL-0.40569.082218.5728.0578May 27, 2026Evaluation resultsMethodMethodLinksConsistency ScoreHuman Fidelity Score (H)Human-Model Fidelity ScoreHuman Fidelity Score (F)Activation Fidelity ScoreBayesNCLsampling_method=STEsampling_method=STE2026.0536.142.12.442.370.5NCL2026.0514.933.283.553.260.48NCL+TopK2026.0514.273.353.63.320.47BayesNCLsampling_method=GSsampling_method=GS2026.0511.663.363.43.70.13CL2026.0514.594.594.611