Joint models of sentence extraction and compression have a great benefit in that they have a large degree of freedom as far as controlling redundancy goes.
conventional two-stage approaches (Zajic et al., 2006), which first generate candidate compressed sentences and then use them to generate a summary, have less computational complexity than joint models.