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Faithfulness Evaluation on SST2

0.563AUC π-Soft (NS)

Grad-ELLM

Updated 2d ago

Evaluation Results

Method	Links
Grad-ELLM 2026.01		0.563	0.304
Random 2026.01		0.549	0.318
Integrated Gradients 2026.01		0.526	0.276
Saliency 2026.01		0.503	0.253
DeepLIFT 2026.01		0.493	0.255
Input×Gradients 2026.01		0.493	0.258
Layer Gradient×Activation 2026.01		0.493	0.258
Saliency 2026.01		0.413	0.347
Saliency 2026.01		0.413	0.347
Grad-ELLM 2026.01		0.396	0.464
Grad-ELLM 2026.01		0.396	0.464
Attention 2026.01		0.361	0.165
Integrated Gradients 2026.01		0.357	0.366
Integrated Gradients 2026.01		0.357	0.366
Random 2026.01		0.337	0.56
Random 2026.01		0.337	0.56
Value Zeroing 2026.01		0.325	0.136
Attention 2026.01		0.304	0.2
Attention 2026.01		0.304	0.2
DeepLIFT 2026.01		0.3	0.278
DeepLIFT 2026.01		0.3	0.278
Input×Gradients 2026.01		0.297	0.277
Layer Gradient×Activation 2026.01		0.297	0.275
Input×Gradients 2026.01		0.297	0.277
Layer Gradient×Activation 2026.01		0.297	0.275
Value Zeroing 2026.01		0.249	0.099
Value Zeroing 2026.01		0.249	0.099