Then the cross-entropy error is where o ∈ {straight, inverted}.
as a result, the reordering error is defined as the joint training objective function is where α is a parameter used to balance the preference between reconstruction error and reordering error, R(θ) is the regularizer and defined as 2 (17) as Socher et al.