Furthermore, they address the mismatch between word-level loss and sequence-level evaluation metric by using a mixture of the REINFORCE (Williams, 1992) algorithm and the standard maximum likelihood training to directly optimize a sequence-level loss.
in the following, we will present objectives from Sokolov et al.