The LDA model (Blei et al., 2003), as shown in Figure 1(a), has been used as baseline in document-level sentiment classification in previous research (Lin et al., 2010).
we also evaluated LDA on the sentence-level subjectivity detection task by modelling a mixture of three sentiment topics, i.e., positive, negative and neutral.