To clear up any doubts, we further conducted the experiments on the large-scale Zh-En translation without tuning these two hyperparameters, that is, directly using λm = 2.5 and λw = 0.5.
the only difference is the use of a large number of training steps in Zh-En, namely, 150K, for the purpose of better model fitting.