This paper has presented how to accelerate reinforcement learning for sentence generation tasks by reducing large action spaces.
e(y t ) is the y t -th row vector in W p , and the technique has shown to be effective in machine translation (Hashimoto and Tsuruoka, 2017) and text summarization (Paulus et al., 2018).