CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection

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Abstract:

In this paper, we formulate a more realistic and difficult problem setup for the intent detection task in natural language understanding, namely Generalized Few-Shot Intent Detection (GFSID). GFSID aims to discriminate a joint label space consisting of both existing intents which have enough labeled data and novel intents which only hav...More

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