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data augmentation

3052 papers

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Also known as

DA

Co-occurring keywords

text classification (6793) large language model (13587) transfer learning (5449) semi-supervised learning (2341) few-shot learning (3398) domain adaptation (4595) machine translation (2499) image classification (1944) language model (4599) low-resource language (2273)

Papers

Barely-Supervised Learning: Semi-supervised Learning with Very Few Labeled Images AAAI 2022
Correlation Field for Boosting 3D Object Detection in Structured Scenes AAAI 2022
Exploiting Mixed Unlabeled Data for Detecting Samples of Seen and Unseen Out-of-Distribution Classes AAAI 2022
ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification AAAI 2022
SGD-X: A Benchmark for Robust Generalization in Schema-Guided Dialogue Systems AAAI 2022
Combating Sampling Bias: A Self-Training Method in Credit Risk Models AAAI 2022
Predictive Maintenance for General Aviation Using Convolutional Transformers AAAI 2022
A Fusion-Denoising Attack on InstaHide with Data Augmentation AAAI 2022
GenCo: Generative Co-training for Generative Adversarial Networks with Limited Data AAAI 2022
Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation AAAI 2022
De-Bias for Generative Extraction in Unified NER Task ACL 2022
MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER ACL 2022
Measuring and Mitigating Name Biases in Neural Machine Translation ACL 2022
Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data ACL 2022
Tailor: Generating and Perturbing Text with Semantic Controls ACL 2022
PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks ACL 2022
Can Synthetic Translations Improve Bitext Quality? ACL 2022
Learning with Limited Text Data ACL 2022
Distinguishing Non-natural from Natural Adversarial Samples for More Robust Pre-trained Language Model 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
AMR-DA: Data Augmentation by Abstract Meaning Representation ACL 2022
Word-level Perturbation Considering Word Length and Compositional Subwords ACL 2022