This method scales well to large training sets and greatly improves results across a wide variety of corpora, beating current state-of-the-art results by wide margins, including Twitter users (Han et al., 2014, henceforth Han14;Roller et al., 2012, henceforth Roller12); Wikipedia articles (Roller12; Wing and Baldridge, 2011, henceforth WB11); and Flickr images (O'Hare and Murdock, 2013, henceforth OM13).
in addition, because logistic regression does not assume feature independence, complex and overlapping features of various sorts can be employed.