Besides the source domain data, some methods utilize the target domain lexicons , unlabeled (Liu and Zhang, 2012) or partial-labeled target domain data  to boost the sequence labeling adaptation performance, which belong to unsupervised or semi-supervised domain adaptation.
we focus on supervised sequence labeling domain adaptation, where huge improvement can be achieved by utilizing only small-scale annotated data from the target domain.