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ResearchFormerly WizWand

Faithfulness Evaluation on IMDb

57.2AUC π-Soft-NSGrad-ELLM

Evaluation results

Method	Links
Grad-ELLM2026.01		57.2	43
Random2026.01		55.7	42.2
Attention2026.01		52.6	37.5
Layer Gradient×Activation2026.01		43.3	42.1
Layer Gradient×Activation2026.01		43.3	42.1
DeepLIFT2026.01		43.2	41.5
DeepLIFT2026.01		43.2	41.5
Input×Gradients2026.01		43.1	42.2
Input×Gradients2026.01		43.1	42.2
Attention2026.01		42.5	34.6
Attention2026.01		42.5	34.6
Saliency2026.01		42	29.6
Integrated Gradients2026.01		41.2	29.3
Saliency2026.01		40.2	38.8
Saliency2026.01		40.2	38.8
DeepLIFT2026.01		40.1	28.1
Grad-ELLM2026.01		40	53
Grad-ELLM2026.01		40	53
Value Zeroing2026.01		39.8	27.1
Input×Gradients2026.01		38.4	27.3
Layer Gradient×Activation2026.01		38.4	27.2
Value Zeroing2026.01		36.9	6.5
Value Zeroing2026.01		36.9	6.5
Integrated Gradients2026.01		36.2	35.7
Integrated Gradients2026.01		36.2	35.7
Random2026.01		29.3	61.8
Random2026.01		29.3	61.8