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    Parts of Speech (POS) Tagging is an area I've dipped my toes in, but can't give any significant advice; I will point you however to the Association of Computer Linguistics matrix of POS state of the art test results aclweb.org/aclwiki/… and let you take it from there. Commented Feb 13, 2012 at 18:32
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    Don't forget many words can be spelled the same way, and be a noun, or a verb depending on the context. Commented Feb 13, 2012 at 20:39
  • @Chad, yes. Take "want" for example. Commented Feb 13, 2012 at 20:47
  • A useful term that often comes up in CS and NLP literature is "OOV" (Out Of Vocabulary). Commented May 29, 2013 at 7:00