We then validate the performance of the predictor on an independent data set using human judgments as gold standard, achieving high accuracy.
jordan and Walker (2005) show that, in task-oriented dialogs, over-specified references (including more attributes than needed to uniquely identify the intended referent) are more likely for certain dialog states and communicative goals.