They first evaluate the importance f (s) of each sentence s and then select sentences to generate a summary based on both the importance scores and redundancy among sentences.
in this paper, we propose to model importance and redundancy simultaneously by directly evaluating the relative importance f (s|S) of a sentence s given a set of selected sentences S. we present a new framework to conduct regression with respect to the relative gain of s given S calculated by the ROUGE metric.