Dev and test sets Our approach is basically parameter free.
we did experiment with different ways of extending Wiktionary and hence used an average over three English Twitter dev sections as development set (Ritter et al., 2011;Gimpel et al., 2011;Foster et al., 2011), all mapped and normalized following .