Characterlevel models (CLM), being a cheaper and accessible alternative to morphology, have been reported as performing competitively on various NLP tasks (Ling et al., 2015;Plank et al., 2016;.
the extent to which these tasks depend on morphology is small; and their relation to semantics is weak.