We include three baselines LSA, LDA and <cite>WTMF</cite> using the setting described in (<cite>Guo and Diab, 2012b</cite>) . Table 1 shows <cite>WTMF</cite> is already a very strong baseline: it outperforms LSA and LDA by a large margin.