Before revision:  Extensive experiments on six benchmark datasets including two  massive multilingual NER datasets and four slot tagging datasets for task-oriented dialog systems demonstrate the effectiveness of our method with around 10  \% improvement over state-of-the-art systems for the 10-shot setting.
After revision:  Extensive experiments on six benchmark datasets including two massive multilingual NER datasets and four slot tagging datasets for task-oriented dialog systems demonstrate the effectiveness of our method with around 10 labeled examples for each class for each task, our method obtains 10 \% improvement over state-of-the-art systems for the 10-shot setting.