Thi-Nga Ho

CASSI: Contextual and Semantic Structure-based Interpolation Augmentation for Low-Resource NER

While text augmentation methods have been successful in improving performance in the low-resource setting, they suffer from annotation corruption for a token-level task like NER. Moreover, existing methods cannot reliably add context diversity to the dataset, which has been shown to be crucial for l…