We choose shallow discourse parsing as the task to show FES-LM's applicability on news.
we evaluate on identifying the correct sense of discourse connectives (both explicit and implicit 10 We also tried Neural-LSTM (Pichotta and Mooney, 2016a) and context2vec (Melamud et al., 2016) model, but we cannot get better results.