Data Augmentation

GBT: Generative Boosting Training Approach for Paraphrase Identification EMNLP 2023 GDA: Generative Data Augmentation Techniques for Relation Extraction Tasks ACL 2023 GDA: Grammar-based Data Augmentation for Text Classification using Slot Information EMNLP 2023 Gender-Inclusive Grammatical Error Correction through Augmentation ACL 2023 Global and Local Mixture Consistency Cumulative Learning for Long-Tailed Visual Recognitions CVPR 2023 Global Mixup: Eliminating Ambiguity with Clustering AAAI 2023 GuidedMixup: An Efficient Mixup Strategy Guided by Saliency Maps AAAI 2023 How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization ICLR 2023 Image and Text: Fighting the same Battle? Super Resolution Learning for Imbalanced Text Classification EMNLP 2023 Improving Crowded Object Detection via Copy-Paste AAAI 2023 Improving Low-resource Question Answering by Augmenting Question Information EMNLP 2023 Improving Reading Comprehension Question Generation with Data Augmentation and Overgenerate-and-rank ACL 2023 Improving the Robustness of Summarization Systems with Dual Augmentation ACL 2023 Is ChatGPT the ultimate Data Augmentation Algorithm? EMNLP 2023 KnowDA: All-in-One Knowledge Mixture Model for Data Augmentation in Low-Resource NLP ICLR 2023 Label-Specific Feature Augmentation for Long-Tailed Multi-Label Text Classification AAAI 2023 Learning Fair Graph Representations via Automated Data Augmentations ICLR 2023 Learning Multimodal Data Augmentation in Feature Space ICLR 2023 Learning Re-sampling Methods with Parameter Attribution for Image Super-resolution NeurIPS 2023 Learning towards Selective Data Augmentation for Dialogue Generation AAAI 2023 Let’s Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models EMNLP 2023 Leveraging Domain Adaptation and Data Augmentation to Improve Qur’anic IR in English and Arabic EMNLP 2023 Leveraging Synthetic Targets for Machine Translation ACL 2023 LIQUID: A Framework for List Question Answering Dataset Generation AAAI 2023 LLM-powered Data Augmentation for Enhanced Cross-lingual Performance EMNLP 2023