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Neuron Labeling on SAE-TopK Evaluated Neurons

0.98AUCCSP
0.90720.92610.9450.9639Apr 24, 2026

Evaluation results

MethodLinks
CSPLabel Augmentation=Positive Aug, Number of neurons=472026.040.98
CSPLabel Augmentation=Contrastive Aug, Number of neurons=742026.040.98
CSPLabel Augmentation=Contrastive Aug, Subtraction Factor (gamma)=0.5, Number of neurons=562026.040.98
LELabel Augmentation=No Aug2026.040.98
LELabel Augmentation=Positive Aug, Number of neurons=712026.040.98
CSPLabel Augmentation=No Aug2026.040.97
CSPLabel Augmentation=Positive Aug, Subtraction Factor (gamma)=0.5, Number of neurons=442026.040.97
LELabel Augmentation=Contrastive Aug, Number of neurons=742026.040.97
CLIP-DissectLabel Augmentation=Positive Aug, Number of neurons=342026.040.96
CLIP-DissectLabel Augmentation=Contrastive Aug, Number of neurons=672026.040.96
CSPLabel Augmentation=No Aug, Subtraction Factor (gamma)=0.52026.040.96
CLIP-DissectLabel Augmentation=No Aug2026.040.95
SemanticLensLabel Augmentation=Positive Aug, Number of neurons=492026.040.94
SemanticLensLabel Augmentation=Contrastive Aug, Number of neurons=562026.040.93
SemanticLensLabel Augmentation=No Aug2026.040.91