... Association for Computational Linguistics:shortpapers, pages 71–76,Portland, Oregon, June 19-24, 2011.c2011 Association for Computational LinguisticsInsertion, Deletion, or Substitution? Normalizing ... ‘pleeeaas”} for Ti= {“pleeeaas”}), then select the maximumposterior probability among all the variants:p(Ti|Si) = max˜Ti∈Cip(˜Ti|Si)1The ideal transform for example (5) would be for ... and apostrophe. For the out-of-vocabulary (OOV) tokens consist-ing of letters and apostrophe, we form n Googlequeries for each of them in the form of either“w1w2w3” OOV or OOV “w1w2w3”,...