It is also important to note that a single RNN tagger applies to German, Greek and Spanish; so this is a truly multilingual POS tagger!
as for several other NLP tasks such as language modelling or machine translation (where standard and NN-based models are combined in a log-linear model), the use of both standard and RNN-based approaches seems necessary to obtain optimal performances.