TOPv2
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Label Semantic Aware Pre-training for Few-shot Text Classification
AbstractIn 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, …...
Low-Resource Compositional Semantic Parsing with Concept Pretraining
AbstractSemantic parsing plays a key role in digital voice assistants such as Alexa, Siri, and Google Assistant by mapping natural language to structured meaning representations. When we want to improve …...