We started by merging available sentiment dictionaries.
we merged items from The Harvard General Inquirer (Stone and Hunt, 1963), MPQA (Wilson et al., 2005), and Bing Liu's Opinion Lexicon (Hu and Liu, 2004), which we reduced to a common format that included simply the lemma or form and its associated polarity.