Using this insight, we construct a gazetteer, which primarily searches for overlapping content material between the MR and each sentence in an utterance, by associating all potential slot realizations with their applicable slot type. We evaluate Bert-Joint to the non-joint variations of BERT, i.e., Bert-Intent and Bert-Slot.