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Logit self-consistency on Single Simplex logit systems

2Stability Bound ConditionStandard Contraction/Curvature Estimates
0.961.231.51.77May 15, 2026

Evaluation results

MethodLinks
Standard Contraction/Curvature EstimatesFramework=Before, Weight Symmetry=arbitrary2026.052
Constant-two tangent contractionFramework=After, Weight Symmetry=arbitrary2026.052
Variational constant-two thresholdFramework=After, Weight Symmetry=symmetric (W = W⊤)2026.052
Standard Contraction/Curvature EstimatesFramework=Before, Weight Symmetry=symmetric (W = W⊤)2026.051