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Concept Attribution on iSarcasm

94Avg F1LIME
74.2479.3784.589.63Dec 4, 2025

Evaluation results

MethodLinks
LIMEModel=Gemma, Target=Super Activators, Protocol=K-LinSep2025.1294
RISEModel=Gemma, Target=Super Activators, Protocol=LinSep2025.1294
SHAPModel=Gemma, Target=Super Activators, Protocol=K-LinSep2025.1292
RISEModel=Llama, Target=Super Activators, Protocol=LinSep2025.1292
SHAP IQModel=Gemma, Target=Super Activators, Protocol=LinSep2025.1292
CALMModel=Gemma, Target=Super Activators, Protocol=LinSep2025.1291
SHAPModel=Gemma, Target=Super Activators, Protocol=LinSep2025.1290
SHAP IQModel=Llama, Target=Super Activators, Protocol=LinSep2025.1290
MFABAModel=Gemma, Target=Super Activators, Protocol=LinSep2025.1290
LIMEModel=Gemma, Target=Super Activators, Protocol=LinSep2025.1289
RISEModel=Qwen, Target=Super Activators, Protocol=K-LinSep2025.1289
CALMModel=Llama, Target=Super Activators, Protocol=LinSep2025.1289
SHAPModel=Llama, Target=Super Activators, Protocol=LinSep2025.1288
SHAPModel=Llama, Target=Super Activators, Protocol=K-LinSep2025.1288
IntGradModel=Gemma, Target=Super Activators, Protocol=K-LinSep2025.1288
MFABAModel=Llama, Target=Super Activators, Protocol=LinSep2025.1288
MFABAModel=Gemma, Target=Super Activators, Protocol=K-LinSep2025.1288
LIMEModel=Llama, Target=Super Activators, Protocol=LinSep2025.1287
GradCAMModel=Gemma, Target=Super Activators, Protocol=LinSep2025.1287
FullGradModel=Gemma, Target=Super Activators, Protocol=K-LinSep2025.1287
GradCAMModel=Llama, Target=Super Activators, Protocol=LinSep2025.1286
RISEModel=Qwen, Target=Super Activators, Protocol=LinSep2025.1285
RISEModel=Gemma, Target=Super Activators, Protocol=K-LinSep2025.1285
SHAP IQModel=Llama, Target=Super Activators, Protocol=K-Means2025.1285
SHAP IQModel=Llama, Target=Concept, Protocol=K-LinSep2025.1285
FullGradModel=Gemma, Target=Super Activators, Protocol=LinSep2025.1285
MFABAModel=Llama, Target=Super Activators, Protocol=K-LinSep2025.1285
RISEModel=Llama, Target=Concept, Protocol=LinSep2025.1284
RISEModel=Llama, Target=Concept, Protocol=K-LinSep2025.1284
RISEModel=Llama, Target=Super Activators, Protocol=K-LinSep2025.1284
RISEModel=Gemma, Target=Concept, Protocol=K-LinSep2025.1284
IntGradModel=Gemma, Target=Super Activators, Protocol=LinSep2025.1284
Direct AlignmentModel=Gemma, Target=Concept, Protocol=LinSep2025.1283
LIMEModel=Qwen, Target=Super Activators, Protocol=K-LinSep2025.1283
SHAPModel=Llama, Target=Super Activators, Protocol=K-Means2025.1283
RISEModel=Llama, Target=Super Activators, Protocol=Avg2025.1283
SHAP IQModel=Qwen, Target=Super Activators, Protocol=LinSep2025.1283
SHAP IQModel=Llama, Target=Super Activators, Protocol=K-LinSep2025.1283
FullGradModel=Llama, Target=Super Activators, Protocol=LinSep2025.1283
SHAP IQModel=Llama, Target=Concept, Protocol=LinSep2025.1282
SHAP IQModel=Qwen, Target=Super Activators, Protocol=K-LinSep2025.1282
SHAP IQModel=Gemma, Target=Super Activators, Protocol=K-LinSep2025.1282
IntGradModel=Llama, Target=Super Activators, Protocol=LinSep2025.1282
FullGradModel=Llama, Target=Super Activators, Protocol=K-LinSep2025.1282
CALMModel=Llama, Target=Super Activators, Protocol=K-LinSep2025.1282
Direct AlignmentModel=Llama, Target=Concept, Protocol=LinSep2025.1281
SHAPModel=Qwen, Target=Super Activators, Protocol=LinSep2025.1281
SHAPModel=Llama, Target=Concept, Protocol=K-LinSep2025.1281
RISEModel=Gemma, Target=Concept, Protocol=LinSep2025.1281
RISEModel=Gemma, Target=Super Activators, Protocol=K-Means2025.1281
SHAP IQModel=Llama, Target=Super Activators, Protocol=Avg2025.1281
CALMModel=Llama, Target=Concept, Protocol=LinSep2025.1281
CALMModel=Qwen, Target=Super Activators, Protocol=LinSep2025.1281
MFABAModel=Llama, Target=Concept, Protocol=K-LinSep2025.1281
LIMEModel=Qwen, Target=Super Activators, Protocol=LinSep2025.1280
LIMEModel=Llama, Target=Super Activators, Protocol=K-LinSep2025.1280
SHAPModel=Llama, Target=Concept, Protocol=LinSep2025.1280
RISEModel=Llama, Target=Concept, Protocol=K-Means2025.1280
RISEModel=Llama, Target=Super Activators, Protocol=K-Means2025.1280
SHAP IQModel=Gemma, Target=Super Activators, Protocol=K-Means2025.1280
SHAP IQModel=Gemma, Target=Concept, Protocol=K-LinSep2025.1280
CALMModel=Llama, Target=Concept, Protocol=K-LinSep2025.1280
MFABAModel=Llama, Target=Concept, Protocol=LinSep2025.1280
MFABAModel=Qwen, Target=Super Activators, Protocol=LinSep2025.1280
MFABAModel=Gemma, Target=Concept, Protocol=K-LinSep2025.1280
LIMEModel=Llama, Target=Concept, Protocol=LinSep2025.1279
SHAPModel=Llama, Target=Super Activators, Protocol=Avg2025.1279
SHAPModel=Qwen, Target=Super Activators, Protocol=K-LinSep2025.1279
RISEModel=Gemma, Target=Super Activators, Protocol=Avg2025.1279
SHAP IQModel=Gemma, Target=Concept, Protocol=LinSep2025.1279
CALMModel=Gemma, Target=Super Activators, Protocol=K-LinSep2025.1279
MFABAModel=Qwen, Target=Super Activators, Protocol=K-LinSep2025.1279
LIMEModel=Llama, Target=Super Activators, Protocol=Avg2025.1278
SHAPModel=Gemma, Target=Super Activators, Protocol=K-Means2025.1278
GradCAMModel=Llama, Target=Concept, Protocol=LinSep2025.1278
GradCAMModel=Qwen, Target=Super Activators, Protocol=LinSep2025.1278
GradCAMModel=Gemma, Target=Super Activators, Protocol=K-LinSep2025.1278
CALMModel=Llama, Target=Super Activators, Protocol=Avg2025.1278
CALMModel=Gemma, Target=Concept, Protocol=LinSep2025.1278
SHAPModel=Gemma, Target=Concept, Protocol=LinSep2025.1277
IntGradModel=Qwen, Target=Super Activators, Protocol=K-LinSep2025.1277
MFABAModel=Llama, Target=Super Activators, Protocol=Avg2025.1277
MFABAModel=Gemma, Target=Concept, Protocol=LinSep2025.1277
LIMEModel=Gemma, Target=Concept, Protocol=LinSep2025.1276
LIMEModel=Llama, Target=Concept, Protocol=K-LinSep2025.1276
LIMEModel=Qwen, Target=Concept, Protocol=K-LinSep2025.1276
LIMEModel=Gemma, Target=Concept, Protocol=K-LinSep2025.1276
RISEModel=Llama, Target=Concept, Protocol=Avg2025.1276
RISEModel=Qwen, Target=Concept, Protocol=LinSep2025.1276
SHAP IQModel=Gemma, Target=Super Activators, Protocol=Avg2025.1276
GradCAMModel=Gemma, Target=Concept, Protocol=K-LinSep2025.1276
FullGradModel=Llama, Target=Concept, Protocol=LinSep2025.1276
FullGradModel=Qwen, Target=Super Activators, Protocol=LinSep2025.1276
LIMEModel=Llama, Target=Super Activators, Protocol=K-Means2025.1275
RISEModel=Qwen, Target=Super Activators, Protocol=K-Means2025.1275
RISEModel=Qwen, Target=Concept, Protocol=K-LinSep2025.1275
IntGradModel=Llama, Target=Concept, Protocol=LinSep2025.1275
IntGradModel=Qwen, Target=Super Activators, Protocol=LinSep2025.1275
IntGradModel=Llama, Target=Concept, Protocol=K-LinSep2025.1275
GradCAMModel=Llama, Target=Super Activators, Protocol=Avg2025.1275