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

Data Augmentation of Incorporating Real Error Patterns and Linguistic Knowledge for Grammatical Error Correction EMNLP 2021

Data Augmentation with Unsupervised Machine Translation Improves the Structural Similarity of Cross-lingual Word Embeddings ACL 2021

Improving the Robustness of QA Models to Challenge Sets with Variational Question-Answer Pair Generation ACL 2021

ALEM at CASE 2021 Task 1: Multilingual Text Classification on News Articles ACL 2021

CAiRE in DialDoc21: Data Augmentation for Information Seeking Dialogue System ACL 2021

How May I Help You? Using Neural Text Simplification to Improve Downstream NLP Tasks EMNLP 2021

Simple Entity-Centric Questions Challenge Dense Retrievers EMNLP 2021

Building Goal-oriented Document-grounded Dialogue Systems ACL 2021

Generating Gender Augmented Data for NLP ACL 2021

Counterfactual Data Augmentation for Neural Machine Translation NAACL 2021

Improving Zero and Few-Shot Abstractive Summarization with Intermediate Fine-tuning and Data Augmentation NAACL 2021

Generalization in Instruction Following Systems NAACL 2021

Target-Aware Data Augmentation for Stance Detection NAACL 2021

Controllable Text Simplification with Explicit Paraphrasing NAACL 2021

Few-Shot Text Classification with Triplet Networks, Data Augmentation, and Curriculum Learning NAACL 2021

Improving BERT Model Using Contrastive Learning for Biomedical Relation Extraction NAACL 2021

Semi-supervised Interactive Intent Labeling NAACL 2021

IMS’ Systems for the IWSLT 2021 Low-Resource Speech Translation Task ACL 2021

mixSeq: A Simple Data Augmentation Methodfor Neural Machine Translation ACL 2021

Data Augmentation by Concatenation for Low-Resource Translation: A Mystery and a Solution ACL 2021

TTCB System Description to a Shared Task on Implicit and Underspecified Language 2021 ACL 2021

PointAugmenting: Cross-Modal Augmentation for 3D Object Detection CVPR 2021

Scale-Aware Automatic Augmentation for Object Detection CVPR 2021

Re-Labeling ImageNet: From Single to Multi-Labels, From Global to Localized Labels CVPR 2021

MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition CVPR 2021