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Jason Krone

2 accepted papers

2022

Label Semantic Aware Pre-training for Few-shot Text Classification

ACL 2022long

In text classification tasks, useful information is encoded in the label names. Label semantic aware systems have leveraged this information for improved text classification performance during fine-tuning and prediction. However, use of label-semantics during pre-training has not been extensively ex…

2021

Structured Prediction as Translation between Augmented Natural Languages

ICLR 2021spotlight

We propose a new framework, Translation between Augmented Natural Languages (TANL), to solve many structured prediction language tasks including joint entity and relation extraction, nested named entity recognition, relation classification, semantic role labeling, event extraction, coreference resol…