Such ideas have been explored in the past as subcomponents of extractive summarizers (Schiffman et al., 2002;Hong and Nenkova, 2014) or as features derived from small datasets for sentence compression (Woodsend and Lapata, 2012).
in our work we rely on large corpora and exclusively focus on the task of acquiring input independent indicators of importance.