Before revision:  At present, the state-of-the-art  domain adaptation approaches for subjective text classification problems are semi-supervised; and use unlabeled target data along with labeled source data.
After revision:  At present, the state-of-the-art domain adaptation approaches for subjective text classification problems leverage unlabeled target data along with labeled source data.