Comparing the use of raw word forms (LEX) and lemmas (LEM) as lexical features, we see a slight advantage for the latter, at least for labeled accuracy.
it must be remembered that the experiments are based on gold standard input annotation, which probably leads to an overestimation of the value of LEM features.