In contrast, co-training requires only 15% of the labeled training set to outperform the fully supervised content baseline and 30% of the training set to outperform the fully supervised citation contexts baseline.
using a co-training approach that includes citation contexts as well as the document content can not only increase the performance, but will also significantly reduce the need of expensive labeled instances.