The results show that the GRU multi-way model outperforms the one-way models for all language pairs on all datasets.
all other parameters for the models were identical -we clip the gradient norm to 1.0 (Pascanu et al., 2013), use a dropout of 0.2 and trained the models with adadelta (Zeiler, 2012).