In Equation 1, we observe that the data likelihood decouples into the log probability of observing the concept labels p θc (y i | z, x) conditioned on the statement evaluations and the log probability of the latent statement evaluations p θp (z | x, S).
the first term can be naturally parametrized by a discriminative classifier such as a loglinear model (with associated parameters θ c ).