We experiment with the task of cross-domain product sentiment classification of<cite> (Blitzer et al., 2007)</cite> , consisting of 4 domains (12 domain pairs) and further add an additional target domain, consisting of sentences extracted from social media blogs (total of 16 domain pairs).