In cross-lingual POS tagging, mostly annotation projection has been explored (Fossum and Abney, 2005;Das and Petrov, 2011), since all features in POS tagging models are typically lexical.
using bilingual word representations was recently explored as an alternative to projectionbased approaches (Gouws and Søgaard, 2015).