Data Augmentation

C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling AAAI 2021 Can Question Generation Debias Question Answering Models? A Case Study on Question–Context Lexical Overlap EMNLP 2021 Can vectors read minds better than experts? Comparing data augmentation strategies for the automated scoring of children’s mindreading ability ACL 2021 Causal Augmentation for Causal Sentence Classification EMNLP 2021 Changes in European Solidarity Before and During COVID-19: Evidence from a Large Crowd- and Expert-Annotated Twitter Dataset ACL 2021 CoDA: Contrast-enhanced and Diversity-promoting Data Augmentation for Natural Language Understanding ICLR 2021 Computational Visual Ceramicology: Matching Image Outlines to Catalog Sketches AAAI 2021 Consistency Regularization for Cross-Lingual Fine-Tuning ACL 2021 Cross-language Sentence Selection via Data Augmentation and Rationale Training ACL 2021 Data Augmentation for Graph Neural Networks AAAI 2021 Data Augmentation with Adversarial Training for Cross-Lingual NLI ACL 2021 Data Augmentation with Hierarchical SQL-to-Question Generation for Cross-domain Text-to-SQL Parsing EMNLP 2021 Discovering the Unknown Knowns: Turning Implicit Knowledge in the Dataset into Explicit Training Examples for Visual Question Answering EMNLP 2021 Efficient Contrastive Learning via Novel Data Augmentation and Curriculum Learning EMNLP 2021 Ensembling With Deep Generative Views CVPR 2021 Evolutionary Approach for AutoAugment Using the Thermodynamical Genetic Algorithm AAAI 2021 Explanation-based Data Augmentation for Image Classification NeurIPS 2021 Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis ACL 2021 Fair Mixup: Fairness via Interpolation ICLR 2021 GeoSim: Realistic Video Simulation via Geometry-Aware Composition for Self-Driving CVPR 2021 GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation EMNLP 2021 Grounding inductive biases in natural images: invariance stems from variations in data NeurIPS 2021 HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalizability ACL 2021 HintedBT: Augmenting Back-Translation with Quality and Transliteration Hints EMNLP 2021 How May I Help You? Using Neural Text Simplification to Improve Downstream NLP Tasks EMNLP 2021