For example, apostrophes are often omitted, and there are frequently words like ima (short for I'm gonna) that cut across traditional POS categories.
we opted not to split contractions or possessives, as is common in English corpus preprocessing; rather, we introduced four new tags for combined forms: {nominal, proper noun} × {verb, possessive}.