Actually, a CSLM trained from a smaller corpus can improve the BLEU scores of SMT if it is used in the n-best reranking (Schwenk, 2010;Huang et al., 2013).
we will demonstrate that a BNLM simulating a CSLM can improve the BLEU scores of SMT in the first pass decoding.