To create the training data for sentence extraction, we reverse approximated the gold standard label of each document sentence given the summary based on their semantic correspondence (Woodsend and Lapata, 2010).
we designed a rulebased system that determines whether a document sentence matches a highlight and should be labeled with 1 (must be in the summary), and 0 otherwise.