When applying AMR on the minus-one-model cross validation results, we see similar results that the ranking model reproduces hu-  Table 8: AMR Scores for Regular Cross Validation man judges' rankings.
since our testing corpus is relatively small, we would like to confirm this result on a large corpus and on other dialog systems in the future.