And with improved inference for unsupervised Λ, Labeled LDA lends itself naturally to modeling semi-supervised corpora where labels are observed for only some documents.
as a baseline, we use a set of multiple one-vsrest SVM classifiers which is a popular and extremely competitive baseline used by most previous papers (see (Kazawa et al., 2004;Ueda and Saito, 2003) for instance).