There are a number of examples where an LSTM paper reports results of a CNN paper for comparison, such as (Ling et al., 2015) (POS tagging for English) and (Gillick et al., 2016) (named entity recognition for English).
there is no direct comparison between CNN and LSTM based architectures in morphological tagging.