For headline generation tasks, Chopra et al. (2016) exploited the RNN decoder (and its variant) with the attention mechanism instead of the method of <cite>Rush et al. (2015)</cite> : the combination of the feed-forward neural network language model and attention-based sentence encoder. also adapted the RNN encoder-decoder with attention for headline generation tasks.