In this paper, we focus on penalized maximum likelihood estimation in log-linear models.
to language models based on unstructured norms such as 2 (quadratic penalties) or 1 (absolute discounting), we use tree-structured norms (Zhao et al., 2009;Jenatton et al., 2011).