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Benchmarks
Concept recovery probing (1D logistic probe) on Open Images 432 binary tasks (test)
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0.6372
CLIP Image Score
USAE
0.493472
0.530786
0.5681
0.605414
Jul 7, 2025
CLIP Image Score
CLIP Text Score
DINO Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
CLIP Image Score
CLIP Text Score
DINO Score
USAE
TopK Type=–, λ=–
2025.07
0.6372
0.647
0.6494
SPARC
TopK Type=Global, λ=1.0
2025.07
0.5354
0.5646
0.5409
Ablation
TopK Type=Global, λ=0.0
2025.07
0.5336
0.4942
0.5194
Ablation
TopK Type=Local, λ=0.0
2025.07
0.5238
0.4904
0.5265
Ablation
TopK Type=Local, λ=1.0
2025.07
0.499
0.5363
0.517
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