Along the same vein, Brown cluster assignments have also been used as a general purpose lexicon that requires no human manual annotation (Rutherford and Xue, 2014).
these solutions still suffer from the data sparsity problem and almost always require extensive feature selection to work well (Park and Cardie, 2012;Lin et al., 2009;Ji and Eisenstein, 2015).