Our techniques significantly outperform both research and commercial state-of-the-art for these problems, including twostep linear CRF baselines which perform the two tasks sequentially.
further analysis of their corpus reveals that phonetic substitution is the primary origin of informal words in their corpus -99.2% as reported in (Wong and Xia, 2008).