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Faithfulness Evaluation on IMDb (Rate of Label Changes)

18Rate of Label ChangesKernel SHAP
15.9229.964458.04Mar 31, 2026

Evaluation results

MethodLinks
Kernel SHAPRatio=10%2026.0318
Kernel SHAPRatio=20%2026.0328
Beta-ShapleyRatio=10%, alpha=4, beta=12026.0334
C-ShapleyRatio=10%, neighborhood size k=52026.0336
L-ShapleyRatio=10%, neighborhood size k=52026.0338
Beta-ShapleyRatio=20%, alpha=4, beta=12026.0342
C-ShapleyRatio=20%, neighborhood size k=52026.0342
L-ShapleyRatio=20%, neighborhood size k=52026.0344
ContextCiteRatio=10%, regularization parameter alpha=0.012026.0356
ContextCiteRatio=20%, regularization parameter alpha=0.012026.0360
EnsembleSHAPRatio=10%2026.0360
EnsembleSHAPRatio=20%2026.0370