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Faithfulness evaluation on WikiBio

0.438AUC π-Soft-NS

Grad-ELLM

Updated 2d ago

Evaluation Results

Method	Links
Grad-ELLM 2026.01		0.438	0.477
Grad-ELLM 2026.01		0.438	0.477
Random 2026.01		0.402	0.512
Random 2026.01		0.402	0.512
DeepLIFT 2026.01		0.348	0.391
DeepLIFT 2026.01		0.348	0.391
Input×Gradients 2026.01		0.345	0.392
Input×Gradients 2026.01		0.345	0.392
Layer Gradient×Activation 2026.01		0.344	0.389
Layer Gradient×Activation 2026.01		0.344	0.389
Saliency 2026.01		0.326	0.376
Saliency 2026.01		0.326	0.376
Attention 2026.01		0.325	0.41
Attention 2026.01		0.325	0.41
Integrated Gradients 2026.01		0.304	0.334
Integrated Gradients 2026.01		0.304	0.334
Value Zeroing 2026.01		0.218	0.351
Value Zeroing 2026.01		0.218	0.351
Grad-ELLM 2026.01		0.194	1.059
Random 2026.01		0.175	1.475
Integrated Gradients 2026.01		0.165	1.003
DeepLIFT 2026.01		0.162	1.007
Attention 2026.01		0.158	0.571
Input×Gradients 2026.01		0.149	1.829
Layer Gradient×Activation 2026.01		0.148	0.845
Saliency 2026.01		0.139	0.66
Value Zeroing 2026.01		0.106	2.396