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Concept Attribution on Sarcasm

42Avg Attribution F1RISE
27.4431.223538.78Dec 4, 2025

Evaluation results

MethodLinks
RISERepresentation=Super Activators, Model=Gemma2025.1242
SHAP IQRepresentation=CLS, Model=Gemma2025.1240
SHAP IQRepresentation=Super Activators, Model=Gemma2025.1240
GradCAMRepresentation=Super Activators, Model=Gemma2025.1239
CALMRepresentation=Super Activators, Model=Gemma2025.1239
MFABARepresentation=Super Activators, Model=Gemma2025.1238
LIMERepresentation=CLS, Model=Gemma2025.1237
SHAPRepresentation=Super Activators, Model=Gemma2025.1237
RISERepresentation=CLS, Model=Gemma2025.1237
CALMRepresentation=CLS, Model=Gemma2025.1237
LIMERepresentation=Super Activators, Model=Gemma2025.1236
IntGradRepresentation=Super Activators, Model=Gemma2025.1235
GradCAMRepresentation=CLS, Model=Gemma2025.1234
SHAPRepresentation=CLS, Model=Gemma2025.1233
FullGradRepresentation=Super Activators, Model=Gemma2025.1233
MFABARepresentation=CLS, Model=Gemma2025.1233
IntGradRepresentation=CLS, Model=Gemma2025.1231
FullGradRepresentation=CLS, Model=Gemma2025.1228