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data augmentation

3037 papers

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Also known as

DA-MCMC DADA DA TTA ADA EDA

Co-occurring keywords

text classification (6776) large language model (12755) transfer learning (5442) semi-supervised learning (2331) few-shot learning (3390) domain adaptation (4578) machine translation (2472) image classification (1943) language model (4573) low-resource language (2234)

Papers

ParaTag: A Dataset of Paraphrase Tagging for Fine-Grained Labels, NLG Evaluation, and Data Augmentation EMNLP 2022
Speckle and Shadows: Ultrasound-specific Physics-based Data Augmentation for Kidney Segmentation MIDL 2022
DropMix: A Textual Data Augmentation Combining Dropout with Mixup EMNLP 2022
Syntactically Rich Discriminative Training: An Effective Method for Open Information Extraction EMNLP 2022
Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Models ACL 2022
Data Augmentation for Rare Symptoms in Vaccine Side-Effect Detection ACL 2022
Spatiotemporal Initialization for 3D CNNs With Generated Motion Patterns WACV 2022
The Majority Can Help the Minority: Context-Rich Minority Oversampling for Long-Tailed Classification CVPR 2022
HW-TSC Translation Systems for the WMT22 Biomedical Translation Task EMNLP 2022
Most NLG is Low-Resource: here’s what we can do about it EMNLP 2022
Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation NIPS 2022
Analyzing Data-Centric Properties for Graph Contrastive Learning NIPS 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness ACL 2022
PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings EMNLP 2022
When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation ACL 2022
Semi-Supervised Formality Style Transfer with Consistency Training ACL 2022
CNLP-NITS-PP at WANLP 2022 Shared Task: Propaganda Detection in Arabic using Data Augmentation and AraBERT Pre-trained Model EMNLP 2022
PreQuEL: Quality Estimation of Machine Translation Outputs in Advance EMNLP 2022
A Comparison of Strategies for Source-Free Domain Adaptation ACL 2022
BERT-Based Sequence Labelling Approach for Dependency Parsing in Tamil ACL 2022
TaskMix: Data Augmentation for Meta-Learning of Spoken Intent Understanding AACL 2022
Product Answer Generation from Heterogeneous Sources: A New Benchmark and Best Practices ACL 2022
CipherDAug: Ciphertext based Data Augmentation 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