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Mathematical Reasoning on GSM8K (Selection Accuracy)

33.07Selection AccuracySelf-Certainty (SC)
31.676432.038232.432.7618Jan 20, 2026

Evaluation results

MethodLinks
Self-Certainty (SC)Perturbation=none2026.0133.07
Contrastive Causality (CC)Perturbation=none2026.0132.97
Self-Certainty (SC)Perturbation=shuffling2026.0132.23
Self-Certainty (SC)Perturbation=small-eval2026.0132.17
Contrastive Causality (CC)Perturbation=small-eval2026.0132.13
Contrastive Causality (CC)Perturbation=shuffling2026.0131.73