word sequences alone (Kiperwasser and Goldberg, 2016;Dozat and Manning, 2016;Teng and Zhang, 2018), thereby allowing the output layer to make local predictions.
though explicitly capturing output label dependencies, CRF can be limited by its Markov assumptions, particularly when being used on top of neural encoders.