For each document d ∈ D with N c words and N k keyphrases: The corresponding graphical model is shown in Figure 1b, where the observed variables (i.e., words c, keyphrases k and hyper-parameters β k and β c ) are shaded.
these methods usually suffer from the over-generalization problem.