The progressive tense is constructed by conjugating a verb to the -て form and adding いる.
食べている - Eating
飲んでいない - Not drinking
書いていた - Was reading
However, in speech (and sometimes in writing too), this is shortened by removing the first い in いる. I think it's because it's simply easier to say. Be careful in a more formal context though!