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- W4385571765 abstract "Conversational NLU providers often need to scale to thousands of intent-classification models where new customers often face the cold-start problem. Scaling to so many customers puts a constraint on storage space as well. In this paper, we explore four different zero and few-shot intent classification approaches with this low-resource constraint: 1) domain adaptation, 2) data augmentation, 3) zero-shot intent classification using descriptions large language models (LLMs), and 4) parameter-efficient fine-tuning of instruction-finetuned language models. Our results show that all these approaches are effective to different degrees in low-resource settings. Parameter-efficient fine-tuning using T-few recipe on Flan-T5 yields the best performance even with just one sample per intent. We also show that the zero-shot method of prompting LLMs using intent descriptions is also very competitive." @default.
- W4385571765 created "2023-08-05" @default.
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- W4385571765 date "2023-01-01" @default.
- W4385571765 modified "2023-09-27" @default.
- W4385571765 title "Exploring Zero and Few-shot Techniques for Intent Classification" @default.
- W4385571765 doi "https://doi.org/10.18653/v1/2023.acl-industry.71" @default.
- W4385571765 hasPublicationYear "2023" @default.
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