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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

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
LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification ACL 2021
Consistency Regularization for Cross-Lingual Fine-Tuning ACL 2021
Dash: Semi-Supervised Learning with Dynamic Thresholding ICML 2021
Wasserstein Distributional Normalization For Robust Distributional Certification of Noisy Labeled Data ICML 2021
Data Augmentation for Meta-Learning ICML 2021
Robustness Testing of Language Understanding in Task-Oriented Dialog ACL 2021
Functional Space Analysis of Local GAN Convergence ICML 2021
How Does Data Augmentation Affect Privacy in Machine Learning? AAAI 2021
Joint-Label Learning by Dual Augmentation for Time Series Classification AAAI 2021
BERT Goes Brrr: A Venture Towards the Lesser Error in Classifying Medical Self-Reporters on Twitter NAACL 2021
Kernel-convoluted Deep Neural Networks with Data Augmentation AAAI 2021
Selecting Data Augmentation for Simulating Interventions ICML 2021
Data augmentation for deep learning based accelerated MRI reconstruction with limited data ICML 2021
When Does Data Augmentation Help With Membership Inference Attacks? ICML 2021
Data Augmentation for Text Generation Without Any Augmented Data ACL 2021