(2008) propose PostCAT which uses Posterior Regularization (Ganchev et al., 2010) to enforce posterior agreement between the two models.
they add a KL-projection step after the E-step of the EM algorithm which returns the posterior q(z | x) closest in KL-Divergence to an E-step posterior, but which also upholds certain constraints.