Especially for the morphologically fine-grained tagsets this might have been problematic, as it is doubtful if all PoS tags of a morphological tagset do even occur on 50k tokens.
in order to evaluate the taggers using all available data, we will reproduce setups reported in the literature and compare the performance of the taggers to those results.