... from a word with unknown polarity i , it moves to a node j with probability Pijafter the first step. The walk con-tinues until the surfer hits a word with a knownpolarity. Seed words with known ... phrases are identified without consider-ing their context (Wiebe, 2000; Hatzivassiloglouand Wiebe, 2000; Banea et al., 2008). In the sec-ond category, the context of subjective text is used(Riloff ... (2005; 2006) use a textual representation ofwords by collating all the glosses of the word asfound in some dictionary. Then, a binary text clas-sifier is trained using the textual representation...