While topic assignments are updated iteratively, the weight vectors and matrix η, τ , and ρ are optimized in each global iteration over the whole corpus using L-BFGS (Liu and Nocedal, 1989).
the NN topic   Table 3: Average Association Scores of Topics splits into two topics and the proportions are not assigned to the same topic, which greatly brings down the link prediction performance.