Research ideas

Orthogonal transitivity projection for pairwise logits

Given arbitrary pairwise preference logits, project their skew-symmetric part onto the additive-consistent subspace before converting logits into probabilities or rankings. This removes cyclic inconsistency using the Frobenius-nearest consistent matrix, guaranteeing transitive pairwise predictions while preserving the closest possible signal under squared error.