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Benchmarks
Concept Attribution on CLEVR
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51
Avg Attribution F1
SHAP
35.4
39.45
43.5
47.55
Dec 4, 2025
Avg Attribution F1
Updated 1mo ago
Evaluation Results
Method
Method
Links
Avg Attribution F1
SHAP
Activation Source=Supe...
2025.12
51
LIME
Activation Source=Supe...
2025.12
49
CALM
Activation Source=Supe...
2025.12
49
MFABA
Activation Source=Supe...
2025.12
49
RISE
Activation Source=Supe...
2025.12
48
SHAP
Activation Source=CLS,...
2025.12
47
SHAP IQ
Activation Source=CLS,...
2025.12
46
SHAP IQ
Activation Source=Supe...
2025.12
46
LIME
Activation Source=CLS,...
2025.12
45
RISE
Activation Source=CLS,...
2025.12
44
IntGrad
Activation Source=Supe...
2025.12
44
CALM
Activation Source=CLS,...
2025.12
44
MFABA
Activation Source=CLS,...
2025.12
44
FullGrad
Activation Source=Supe...
2025.12
41
IntGrad
Activation Source=CLS,...
2025.12
40
GradCAM
Activation Source=Supe...
2025.12
40
FullGrad
Activation Source=CLS,...
2025.12
37
GradCAM
Activation Source=CLS,...
2025.12
36
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