Flanigan et al. (2014) and <cite>Wang et al. (2015b)</cite> , both use AMR fragments as their smallest unit, which may consist of more than one AMR concept. Instead, we always work with the individual AMR nodes, and rely on Insert actions to learn how to build common fragments, such as country names.