In recent data-driven generation research, the focus has somewhat shifted from full data-to-text systems to approaches that isolate well-defined subproblems from the NLG pipeline.
the tasks of surface realization and referring expression generation (REG) have received increasing attention using a number of available annotated data sets (Belz and Kow, 2010;Belz et al., 2011).