A survey of intent classification and slot-filling datasets for task-oriented dialog

S Larson, K Leach - arXiv preprint arXiv:2207.13211, 2022 - arxiv.org
Interest in dialog systems has grown substantially in the past decade. By extension, so too
has interest in developing and improving intent classification and slot-filling models, which …

Zerotop: Zero-shot task-oriented semantic parsing using large language models

D Mekala, J Wolfe, S Roy - arXiv preprint arXiv:2212.10815, 2022 - arxiv.org
We explore the use of large language models (LLMs) for zero-shot semantic parsing.
Semantic parsing involves mapping natural language utterances to task-specific meaning …