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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

Tencent’s Multilingual Machine Translation System for WMT22 Large-Scale African Languages EMNLP 2022
University of Cape Town’s WMT22 System: Multilingual Machine Translation for Southern African Languages EMNLP 2022
Using Mixup as a Regularizer Can Surprisingly Improve Accuracy & Out-of-Distribution Robustness NIPS 2022
ATD: Augmenting CP Tensor Decomposition by Self Supervision NIPS 2022
The Effects of Regularization and Data Augmentation are Class Dependent NIPS 2022
Data Augmentation MCMC for Bayesian Inference from Privatized Data NIPS 2022
SNU-Causality Lab @ Causal News Corpus 2022: Detecting Causality by Data Augmentation via Part-of-Speech tagging EMNLP 2022
NLP4ITF @ Causal News Corpus 2022: Leveraging Linguistic Information for Event Causality Classification EMNLP 2022
Adapting Multilingual Models for Code-Mixed Translation EMNLP 2022
Robust MT Evaluation with Sentence-level Multilingual Augmentation EMNLP 2022
Combining WordNet and Word Embeddings in Data Augmentation for Legal Texts EMNLP 2022
HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding EMNLP 2022
Task-driven augmented data evaluation EMNLP 2022
Using Deep Mixture-of-Experts to Detect Word Meaning Shift for TempoWiC EMNLP 2022
The Xiaomi Text-to-Text Simultaneous Speech Translation System for IWSLT 2022 ACL 2022
Exploring Representation-level Augmentation for Code Search EMNLP 2022
On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing ACL 2022
Leveraging Affirmative Interpretations from Negation Improves Natural Language Understanding EMNLP 2022
Differentiable Data Augmentation for Contrastive Sentence Representation Learning EMNLP 2022
Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP EMNLP 2022
Rethinking and Improving Robustness of Convolutional Neural Networks: a Shapley Value-based Approach in Frequency Domain NIPS 2022
Efficient and Effective Augmentation Strategy for Adversarial Training NIPS 2022
Augmentations in Hypergraph Contrastive Learning: Fabricated and Generative NIPS 2022
Models Out of Line: A Fourier Lens on Distribution Shift Robustness NIPS 2022
Invariance Learning in Deep Neural Networks with Differentiable Laplace Approximations NIPS 2022