These error-correction pairs are a mixture of grammatical mistakes, spelling errors, and semantic confusions.
we identify pairs due to semantic confusion; we exclude grammatical error corrections by eliminating pairs whose error and correction have different part-of-speech (POS) 5 , and exclude spelling error corrections based on edit-distance.