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data augmentation

3052 papers

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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

Simple Copy-Paste Is a Strong Data Augmentation Method for Instance Segmentation CVPR 2021
Recorrupted-to-Recorrupted: Unsupervised Deep Learning for Image Denoising CVPR 2021
Natural Adversarial Examples CVPR 2021
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios NAACL 2021
OoMMix: Out-of-manifold Regularization in Contextual Embedding Space for Text Classification ACL 2021
HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalizability ACL 2021
Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions ACL 2021
Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation ACL 2021
Exploring Listwise Evidence Reasoning with T5 for Fact Verification ACL 2021
Towards more equitable question answering systems: How much more data do you need? ACL 2021
Time Series Data Augmentation for Deep Learning: A Survey IJCAI 2021
Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images IJCAI 2021
Avoiding Overlap in Data Augmentation for AMR-to-Text Generation ACL 2021
PALI at SemEval-2021 Task 2: Fine-Tune XLM-RoBERTa for Word in Context Disambiguation ACL 2021
Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring Tasks NAACL 2021
LIORI at SemEval-2021 Task 2: Span Prediction and Binary Classification approaches to Word-in-Context Disambiguation ACL 2021
Automated Lay Language Summarization of Biomedical Scientific Reviews AAAI 2021
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering NAACL 2021
Sentence Concatenation Approach to Data Augmentation for Neural Machine Translation NAACL 2021
CodemixedNLP: An Extensible and Open NLP Toolkit for Code-Mixing NAACL 2021
TopGuNN: Fast NLP Training Data Augmentation using Large Corpora NAACL 2021
LeCun at SemEval-2021 Task 6: Detecting Persuasion Techniques in Text Using Ensembled Pretrained Transformers and Data Augmentation ACL 2021
BME Submission for SIGMORPHON 2021 Shared Task 0. A Three Step Training Approach with Data Augmentation for Morphological Inflection ACL 2021
Classification of COVID-19 from Cough Using Autoregressive Predictive Coding Pretraining and Spectral Data Augmentation INTERSPEECH 2021
Cross-language Sentence Selection via Data Augmentation and Rationale Training ACL 2021