Building on top of the basic paragraph-level model, the CRF layer further improves the SE type prediction performance slightly by 0.4% and 0.7% in macro-average F1-score and accuracy respectively.
our full model with the CRF layer achieves the state-of-the-art performance on the MASC+Wiki corpus.