For an unsupervised approach, which only needs unlabeled data, there is little cost to creating large training sets.
this comparison of ACE-2/Ontonotes results is evidence that in a realistic scenario using association information in an unsupervised self-trained system is almost as good as a system trained on manually labeled data.