Evidently, utilizing annotated data provides a distinct advantage over learning from unannotated data.
learning the supervised CRFs using 1,000 annotated word forms results in substantially higher segmentation accuracies compared with learning in an unsupervised manner from hundreds of thousands or millions of word forms.