Generative Probabilistic Models

We present an exploration of generative prob- abilistic models for multi-document summa- rization. Beginning with a simple word fre- quency based model (Nenkova and Vander- wende, 2005), we construct a …...

Generative probabilistic models have been used for content modelling and template induction, and are typically trained on small corpora in the target domain. In contrast, vector space models of distribu- …...