The factor graph corresponding to this model is outlined in Figure 1b.
the fully supervised model might benefit from factors that directly connect the document variable, y d , with the inputs s. as argued by täckström and McDonald (2011), when only document-level supervision is available, the document variable, y d , should be independent of the input, s, conditioned on the latent variables, y s .