Following<cite> Vu et al. (2016a)</cite> , we use N-grams (e.g., tri-grams) representation for each word in each subsequence S ≤k that is input to C-BRNN to compute P (R|S ≤k ), where the N-gram (N=3) subsequence S ≤k is given by,