A recently proposed zero-shot intent classification method, IntentCapsNet, has been shown to achieve state-of-the-art performance.
it has two unaddressed limitations: (1) it cannot deal with polysemy when extracting semantic capsules; (2) it hardly recognizes the utterances of unseen intents in the generalized zero-shot intent classification setting.