Enhancing zero-shot multilingual semantic parsing: A framework leveraging large language models for data augmentation and advanced prompting techniques

Dinh-Truong Do, Minh-Phuong Nguyen, Minh Le Nguyen

Abstract: Highlights•Comprehensive framework for augmenting multilingual parsing data with LLMs.•Method to select a small, effective subset of data, reducing annotation effort.•Achieves SOTA on zero-shot parsing for MTOP and MASSIVE semantic parsing datasets.