In (<cite>Guo and Diab, 2012b</cite>; Guo and Diab, 2012c) , we show the superiority of the latent space approach in <cite>WTMF</cite>. In this paper, we improve the <cite>WTMF</cite> model and achieve state-of-the-art Pearson correlation on two standard SS datasets.