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Logical Reasoning on LogiQA (Selection Accuracy)

43.57Selection AccuracyContrastive Causality (CC)
37.881239.358140.83542.3119Jan 20, 2026

Evaluation results

MethodLinks
Contrastive Causality (CC)Perturbation=none2026.0143.57
Self-Certainty (SC)Perturbation=none2026.0142.67
Self-Certainty (SC)Perturbation=shuffling2026.0142.2
Contrastive Causality (CC)Perturbation=shuffling2026.0141.9
Self-Certainty (SC)Perturbation=small-eval2026.0139.7
Contrastive Causality (CC)Perturbation=small-eval2026.0138.1