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Data Augmentation

3,622 papers

Papers per year

Papers

Can Synthetic Translations Improve Bitext Quality? ACL 2022
On the Calibration of Pre-trained Language Models using Mixup Guided by Area Under the Margin and Saliency ACL 2022
Feeding What You Need by Understanding What You Learned ACL 2022
Prediction Difference Regularization against Perturbation for Neural Machine Translation ACL 2022
Learning to Generalize to More: Continuous Semantic Augmentation for Neural Machine Translation ACL 2022
Towards Better Characterization of Paraphrases ACL 2022
FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning ACL 2022
Improving Machine Reading Comprehension with Contextualized Commonsense Knowledge ACL 2022
Sample, Translate, Recombine: Leveraging Audio Alignments for Data Augmentation in End-to-end Speech Translation ACL 2022
Augmenting Document Representations for Dense Retrieval with Interpolation and Perturbation ACL 2022
DMix: Adaptive Distance-aware Interpolative Mixup ACL 2022
Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Models ACL 2022
Text Smoothing: Enhance Various Data Augmentation Methods on Text Classification Tasks ACL 2022
DataLab: A Platform for Data Analysis and Intervention ACL 2022
Learning with Limited Text Data ACL 2022
Analyzing Dynamic Adversarial Training Data in the Limit ACL 2022
Toward More Meaningful Resources for Lower-resourced Languages ACL 2022
Distinguishing Non-natural from Natural Adversarial Samples for More Robust Pre-trained Language Model ACL 2022
When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation ACL 2022
Semantically Distributed Robust Optimization for Vision-and-Language Inference ACL 2022
Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text ACL 2022
N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking ACL 2022
Sibylvariant Transformations for Robust Text Classification ACL 2022
Data Augmentation and Learned Layer Aggregation for Improved Multilingual Language Understanding in Dialogue ACL 2022
Single Model Ensemble for Subword Regularized Models in Low-Resource Machine Translation ACL 2022