Before revision:  Second, it uses an\emph{informed copy attention mechanism to encourage focusing on different segments of the document during keyphrase extraction and generation.
After revision:  Second, it uses an\emph{ copy attention mechanism to encourage focusing on different segments of the document during keyphrase extraction and generation.