Before revision:  While seemingly a straightforward task, due to the informal nature of language use in Twitter, we demonstrate the need of machine learning  methods to aid in this task.
After revision:  While seemingly a straightforward task, due to the informal nature of language use in Twitter, we demonstrate the need of machine learning alongside traditional automated methods to aid in this task.