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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

Octanove Labs’ Japanese-Chinese Open Domain Translation System ACL 2020
SCADA: Stochastic, Consistent and Adversarial Data Augmentation to Improve ASR INTERSPEECH 2020
Representations of Syntax [MASK] Useful: Effects of Constituency and Dependency Structure in Recursive LSTMs ACL 2020
Paraphrase Augmented Task-Oriented Dialog Generation ACL 2020
Team DoNotDistribute at SemEval-2020 Task 11: Features, Finetuning, and Data Augmentation in Neural Models for Propaganda Detection in News Articles SEMEVAL 2020
XSYSIGMA at SemEval-2020 Task 7: Method for Predicting Headlines’ Humor Based on Auxiliary Sentences with EI-BERT SEMEVAL 2020
Stochastic Batch Augmentation with An Effective Distilled Dynamic Soft Label Regularizer IJCAI 2020
Improving ECG Classification Using Generative Adversarial Networks AAAI 2020
Random Erasing Data Augmentation AAAI 2020
Deep Architecture Enhancing Robustness to Noise, Adversarial Attacks, and Cross-Corpus Setting for Speech Emotion Recognition INTERSPEECH 2020
Investigation of Data Augmentation Techniques for Disordered Speech Recognition INTERSPEECH 2020
Dialog State Tracking with Reinforced Data Augmentation AAAI 2020
Joint Translation and Unit Conversion for End-to-end Localization ACL 2020
On Hallucinating Context and Background Pixels from a Face Mask using Multi-scale GANs WACV 2020
Hard Negative Mixing for Contrastive Learning NIPS 2020
Language Model Data Augmentation Based on Text Domain Transfer INTERSPEECH 2020
Learning Physical Common Sense as Knowledge Graph Completion via BERT Data Augmentation and Constrained Tucker Factorization EMNLP 2020
End-to-End Offline Speech Translation System for IWSLT 2020 using Modality Agnostic Meta-Learning ACL 2020
Data Boost: Text Data Augmentation Through Reinforcement Learning Guided Conditional Generation EMNLP 2020
Simple Data Augmentation with the Mask Token Improves Domain Adaptation for Dialog Act Tagging EMNLP 2020
Rethinking Data Augmentation for Image Super-resolution: A Comprehensive Analysis and a New Strategy CVPR 2020
Towards Universal Representation Learning for Deep Face Recognition CVPR 2020
Improving Grammatical Error Correction with Data Augmentation by Editing Latent Representation COLING 2020
Analogy Models for Neural Word Inflection COLING 2020
Mixup-Transformer: Dynamic Data Augmentation for NLP Tasks COLING 2020