The semantic component of our model learns word vectors via an unsupervised probabilistic model of documents.
in keeping with linguistic and cognitive research arguing that expressive content and descriptive semantic content are distinct (Kaplan, 1999;Jay, 2000;Potts, 2007), we find that this basic model misses crucial sentiment information.