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Benchmarks
Concept Attribution on GoEmotions
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23
Average Attribution F1
SHAP
9.48
12.99
16.5
20.01
Dec 4, 2025
Average Attribution F1
Updated 3mo ago
Evaluation Results
Method
Method
Links
Average Attribution F1
SHAP
Representation=Super A...
2025.12
23
SHAP IQ
Representation=Super A...
2025.12
23
MFABA
Representation=Super A...
2025.12
23
RISE
Representation=Super A...
2025.12
22
CALM
Representation=Super A...
2025.12
21
LIME
Representation=Super A...
2025.12
20
RISE
Representation=CLS, Mo...
2025.12
20
GradCAM
Representation=Super A...
2025.12
20
SHAP
Representation=CLS, Mo...
2025.12
18
SHAP IQ
Representation=CLS, Mo...
2025.12
18
FullGrad
Representation=Super A...
2025.12
18
MFABA
Representation=CLS, Mo...
2025.12
18
LIME
Representation=CLS, Mo...
2025.12
16
GradCAM
Representation=CLS, Mo...
2025.12
16
CALM
Representation=CLS, Mo...
2025.12
16
IntGrad
Representation=Super A...
2025.12
15
FullGrad
Representation=CLS, Mo...
2025.12
14
IntGrad
Representation=CLS, Mo...
2025.12
10
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