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SAE Interpretability and Faithfulness Evaluation on DINOv2 ViT-S 14 activations
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6
LLM Rank
DINOv2 ViT-S/14 (backbone only)
0.8
2.15
3.5
4.85
May 29, 2026
LLM Rank
MS-Score
Accuracy
R2
Updated 2d ago
Evaluation Results
Method
Method
Links
LLM Rank
MS-Score
Accuracy
R2
DINOv2 ViT-S/14 (backbone only)
Backbone=DINOv2 ViT-S/14
2026.05
6
48.33
81.16
100
Archetypal SAE
Backbone=DINOv2 ViT-S/14
2026.05
5
58.51
77.44
81.43
Matching Pursuit
Backbone=DINOv2 ViT-S/14
2026.05
4
70.55
79.25
90.26
BatchTopK-SAE
Backbone=DINOv2 ViT-S/14
2026.05
3
68.08
78.69
87.24
Matryoshka SAE
Backbone=DINOv2 ViT-S/14
2026.05
2
70.03
78.93
87.65
ELUDe
Backbone=DINOv2 ViT-S/14
2026.05
1
73.31
81.15
100
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