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data augmentation

3052 papers

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DA

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text classification (6793) large language model (13587) transfer learning (5449) semi-supervised learning (2341) few-shot learning (3398) domain adaptation (4595) machine translation (2499) image classification (1944) language model (4599) low-resource language (2273)

Papers

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
Tailoring automated data augmentation to H&E-stained histopathology MIDL 2021
Dataset Condensation with Differentiable Siamese Augmentation ICML 2021
Rainbow Memory: Continual Learning With a Memory of Diverse Samples CVPR 2021
AlphaMatch: Improving Consistency for Semi-Supervised Learning With Alpha-Divergence CVPR 2021
SuperMix: Supervising the Mixing Data Augmentation CVPR 2021
NADE: A Benchmark for Robust Adverse Drug Events Extraction in Face of Negations EMNLP 2021
Learning to Rank Question Answer Pairs with Bilateral Contrastive Data Augmentation EMNLP 2021
The JHU-Microsoft Submission for WMT21 Quality Estimation Shared Task EMNLP 2021
HW-TSC’s Participation at WMT 2021 Quality Estimation Shared Task EMNLP 2021
PROMT Systems for WMT21 Terminology Translation Task EMNLP 2021