However, not all news in online news platforms contain topic labels, since it is very costly and time-consuming to annotate the massive news emerging everyday.
instead of incorporating news topics as model input, we propose to learn topic-aware news encoder which can extract topic information from news titles by jointly training it with an auxiliary news topic classification task, as shown in Fig.