The difference in performance between the GOLD and MFD results shows that directly mapping the expected MFD unigrams to politicians' tweets is not informative enough for party affiliation prediction.
by using abstract representations of language, the PSL model is able to achieve results closer to that which can be attained when using the actual annotations as features.