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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

mixSeq: A Simple Data Augmentation Methodfor Neural Machine Translation IJCNLP 2021
Maastricht University’s Multilingual Speech Translation System for IWSLT 2021 IJCNLP 2021
CIT-GAN: Cyclic Image Translation Generative Adversarial Network With Application in Iris Presentation Attack Detection WACV 2021
Data Integration for Toxic Comment Classification: Making More Than 40 Datasets Easily Accessible in One Unified Format ACL 2021
Data Augmentation with Unsupervised Machine Translation Improves the Structural Similarity of Cross-lingual Word Embeddings IJCNLP 2021
Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation IJCNLP 2021
HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalizability IJCNLP 2021
LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification IJCNLP 2021
SliceNets -- A Scalable Approach for Object Detection in 3D CT Scans WACV 2021
Learning Data Augmentation With Online Bilevel Optimization for Image Classification WACV 2021
Intra-Class Part Swapping for Fine-Grained Image Classification WACV 2021
From Machine Translation to Code-Switching: Generating High-Quality Code-Switched Text IJCNLP 2021
OoMMix: Out-of-manifold Regularization in Contextual Embedding Space for Text Classification IJCNLP 2021
Few-shot learning through contextual data augmentation EACL 2021
Generating Syntactically Controlled Paraphrases without Using Annotated Parallel Pairs EACL 2021
El Volumen Louder Por Favor: Code-switching in Task-oriented Semantic Parsing EACL 2021
LRG at SemEval-2021 Task 4: Improving Reading Comprehension with Abstract Words using Augmentation, Linguistic Features and Voting SEMEVAL 2021
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning WACV 2021
PAW at SemEval-2021 Task 2: Multilingual and Cross-lingual Word-in-Context Disambiguation : Exploring Cross Lingual Transfer, Augmentations and Adversarial Training SEMEVAL 2021
HamiltonDinggg at SemEval-2021 Task 5: Investigating Toxic Span Detection using RoBERTa Pre-training SEMEVAL 2021
Incorporating causal graphical prior knowledge into predictive modeling via simple data augmentation UAI 2021
Handwritten Chinese Font Generation With Collaborative Stroke Refinement WACV 2021
IncreACO: Incrementally Learned Automatic Check-Out With Photorealistic Exemplar Augmentation WACV 2021
Data Augmentation of Incorporating Real Error Patterns and Linguistic Knowledge for Grammatical Error Correction CONLL 2021
Investigation on Data Adaptation Techniques for Neural Named Entity Recognition ACL 2021