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Neuron Labeling on SAE Vanilla (evaluated neurons)

0.8AUCCSP
0.73760.75380.770.7862Apr 24, 2026

Evaluation results

MethodLinks
CSPLabel Augmentation=Positive Aug, Number of neurons=402026.040.8
CSPLabel Augmentation=Contrastive Aug, Number of neurons=592026.040.8
CLIP-DissectLabel Augmentation=Positive Aug, Number of neurons=342026.040.78
CSPLabel Augmentation=No Aug2026.040.78
LELabel Augmentation=Contrastive Aug, Number of neurons=802026.040.78
CLIP-DissectLabel Augmentation=Contrastive Aug, Number of neurons=562026.040.77
CSPLabel Augmentation=Positive Aug, Subtraction Factor (gamma)=0.5, Number of neurons=592026.040.77
LELabel Augmentation=Positive Aug, Number of neurons=752026.040.77
CLIP-DissectLabel Augmentation=No Aug2026.040.76
CSPLabel Augmentation=No Aug, Subtraction Factor (gamma)=0.52026.040.76
CSPLabel Augmentation=Contrastive Aug, Subtraction Factor (gamma)=0.5, Number of neurons=782026.040.76
LELabel Augmentation=No Aug2026.040.76
SemanticLensLabel Augmentation=Positive Aug, Number of neurons=662026.040.75
SemanticLensLabel Augmentation=Contrastive Aug, Number of neurons=742026.040.75
SemanticLensLabel Augmentation=No Aug2026.040.74