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Benchmarks
Concept Attribution on Sarcasm
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42
Avg Attribution F1
RISE
27.44
31.22
35
38.78
Dec 4, 2025
Avg Attribution F1
Updated 1mo ago
Evaluation Results
Method
Method
Links
Avg Attribution F1
RISE
Representation=Super A...
2025.12
42
SHAP IQ
Representation=CLS, Mo...
2025.12
40
SHAP IQ
Representation=Super A...
2025.12
40
GradCAM
Representation=Super A...
2025.12
39
CALM
Representation=Super A...
2025.12
39
MFABA
Representation=Super A...
2025.12
38
LIME
Representation=CLS, Mo...
2025.12
37
SHAP
Representation=Super A...
2025.12
37
RISE
Representation=CLS, Mo...
2025.12
37
CALM
Representation=CLS, Mo...
2025.12
37
LIME
Representation=Super A...
2025.12
36
IntGrad
Representation=Super A...
2025.12
35
GradCAM
Representation=CLS, Mo...
2025.12
34
SHAP
Representation=CLS, Mo...
2025.12
33
FullGrad
Representation=Super A...
2025.12
33
MFABA
Representation=CLS, Mo...
2025.12
33
IntGrad
Representation=CLS, Mo...
2025.12
31
FullGrad
Representation=CLS, Mo...
2025.12
28
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