To overcome the limitations of IntentCapsNet, we propose to reconstruct capsule networks for zeroshot intent classification.
we introduce two modules to capsule networks: (1) a dimensional attention module that helps to extract more representative semantic capsules and (2) a new method for constructing the transformation matrices to improve the model generalization ability to unseen intents.