Auxiliary task level distribution also plays a role, as we will discuss in Section 4.3, FREQBIN-UNIFORM consistently outperforms the skewed measure with base 5 and 10.
we have also measured the effect of using different sources of POS auxiliary data to give account for the possible differences in label inventory and corpus for all tasks, high and lowlevel, cf.