To evaluate the performance of our approach, we used a subset of the SNIPS BIBREF12 dataset, which is readily available in RASA nlu format.  We use accuracy of intent and entity recognition as our task and metric.  
 Question: How are their changes evaluated?
The changes are evaluated based on accuracy of intent and entity recognition on SNIPS dataset