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Faithfulness Evaluation on IMDb

57.2AUC π-Soft-NS

Grad-ELLM

Updated 1mo ago

Evaluation Results

Method	Links
Grad-ELLM 2026.01		57.2	43
Random 2026.01		55.7	42.2
Attention 2026.01		52.6	37.5
Layer Gradient×Activation 2026.01		43.3	42.1
Layer Gradient×Activation 2026.01		43.3	42.1
DeepLIFT 2026.01		43.2	41.5
DeepLIFT 2026.01		43.2	41.5
Input×Gradients 2026.01		43.1	42.2
Input×Gradients 2026.01		43.1	42.2
Attention 2026.01		42.5	34.6
Attention 2026.01		42.5	34.6
Saliency 2026.01		42	29.6
Integrated Gradients 2026.01		41.2	29.3
Saliency 2026.01		40.2	38.8
Saliency 2026.01		40.2	38.8
DeepLIFT 2026.01		40.1	28.1
Grad-ELLM 2026.01		40	53
Grad-ELLM 2026.01		40	53
Value Zeroing 2026.01		39.8	27.1
Input×Gradients 2026.01		38.4	27.3
Layer Gradient×Activation 2026.01		38.4	27.2
Value Zeroing 2026.01		36.9	6.5
Value Zeroing 2026.01		36.9	6.5
Integrated Gradients 2026.01		36.2	35.7
Integrated Gradients 2026.01		36.2	35.7
Random 2026.01		29.3	61.8
Random 2026.01		29.3	61.8