Concretely, let P (s c ) be the probability of the candidate sentence and P (s o ) the probability of the Table 2 : Results of our Transformer-Language Model approach against similar approaches <cite>(Bryant and Briscoe, 2018)</cite> and state-of-the-art on Grammatical Error Correction.