... fitthe pseudo-errors to the real-errors, we apply a do-main adaptation technique. Namely, we regard thepseudo -error corpus as the source domain and thereal -error corpus as the target domain, and ... large error cor-pora. We tackle this problem by using pseudo- error sentences generated automatically. Fur-thermore, we apply domain adaptation, thepseudo -error sentences are from the source domain, ... correct sentences that mimic the real-errors (Rozovskaya and Roth, 2010b). Furthermore,we apply a domain adaptation technique that re-gards the pseudo-errors and the real-errors as thesource and...