Notice that the prediction problem is also present during training, in line 6 of the algorithm.
when comparing the disjoint model (SP disjoint ) with our joint model (SP) it can be noticed that joint prediction gives only a very small improvement (P=0.0768 for TLINKS, and P=0.0451 for DCTR).