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Qiaoyang Luo

2 accepted papers

2023

Zero-Shot Slot Filling with Slot-Prefix Prompting and Attention Relationship Descriptor

AAAI 2023technical

This paper addresses zero-shot slot filling, which tries to build a system that can generalize to unseen slot types without any training data. The key to zero-shot slot-filling is to match the tokens from the utterance with the semantic definition of the slot without training data in the target doma…

Cited by 7SourcePDFScholar
2022

Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification

COLING 2022main

Few-shot text classification aims to classify the text under the few-shot scenario. Most of the previous methods adopt optimization-based meta learning to obtain task distribution. However, due to the neglect of matching between the few amount of samples and complicated models, as well as the distin…