In this work we present two primary methods of synthesizing natural noise, in accordance with the types of noise identified in prior work as naturally occurring in internet and social media based text (Eisenstein, 2013;Michel and Neubig, 2018).
similarly for emoticons, we randomly select an emoticon and insert it on both sides.