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Data Augmentation

Slides: Data Augmentation

Paper Conference
Logic-Guided Data Augmentation and Regularization for Consistent Question Answering ACL20 short
DARE: Data Augmented Relation Extraction with GPT-2
Meta Pseudo Labels
☆ Data Augmentation using Pre-trained Transformer Models
☆ Do Not Have Enough Data? Deep Learning to the Rescue! AAAI20
XLDA: Cross-Lingual Data Augmentation for Natural Language Inference and Question Answering
☆ Conditional BERT Contextual Augmentation ICCS19
Automatically Learning Data Augmentation Policies for Dialogue Tasks EMNLP19
☆ Controlled Text Generation for Data Augmentation in Intelligent Artificial Agents EMNLP19
☆ EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks EMNLP19
☆ Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations NAACL18
☆ Sequence-to-Sequence Data Augmentation for Dialogue Language Understanding COLING18