Similarly to (Chang et al., 2010) we collapse a two stage process into a single discriminatively trained process, by considering the output of the first stage as an intermediate latent representation for the joint learning process.
we make use of the latent structural SVM (LS-SVM) (Yu and Joachims, 2009) formulation.