Before revision:  We evaluate our framework within a low-resource setting by integrating it with a SOTA model TRADE in the dialogue state tracking task and observe significant improvements in the fine-tuning scenarios in several domains .
After revision:  We evaluate our framework within a low-resource setting by integrating it with a SOTA model TRADE in the dialogue state tracking task and observe significant improvements in the fine-tuning scenarios within a low-resource setting .