Second, we train classifiers with an ESLsimulated native corpus, because (1) the number of sentences containing a certain error-correction pair is still limited in the ESL corpus and (2) corrected sentences are still difficult to parse correctly due to inherent noise in the Lang-8 corpus.
we use articles collected from Voice of America (VOA) Learning English 8 , which consist of 270k sentences.