• Optimization: We used ADAM update rule (Kingma and Ba, 2014) with an initial learning rate of 0.001, and used negative loglikelihood as the training objective.
in the adaptation step, we used the official dataset OntoNotes Release 5.0 2 which is provided by CoNLL-2012 shared task, to carry out our experiments.