Despite the excellent performance of the supervised KPCA-based WSD model on average, though, our further error analysis investigations have suggested certain limitations.
the supervised KPCA-based model often appears to perform poorly when it encounters target words whose contexts are highly dissimilar to those of any previously seen instances in the training set.