In the E-step of the Posterior Regularization training (Ganchev et al., 2010), the computation of the posterior regularizer remains unchanged.
this follows a Wittgensteinian view of language as a cooperative game (Wittgenstein, 1953) between agents (here, the teacher and a learner) with a shared goal (here, building an effective classifier).