Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains

no code implementations • NLP4ConvAI (ACL) 2022 • Anna Sauer, Shima Asaadi, Fabian Küch

Considering in-domain and cross-domain few-shot learning scenarios, we introduce an approach for distilling small models that generalize to new intent classes and domains using only a handful of labeled examples.

cross-domain few-shot learning intent-classification +3