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Data Augmentation
3622 directly classified papers
Papers per year
2002: 2
2006: 1
2008: 2
2009: 1
2011: 3
2012: 3
2013: 9
2014: 8
2015: 7
2016: 35
2017: 45
2018: 108
2019: 239
2020: 329
2021: 477
2022: 518
2023: 607
2024: 561
2025: 546
2026: 121
Papers
UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLP
IJCNLP 2021
Changes in European Solidarity Before and During COVID-19: Evidence from a Large Crowd- and Expert-Annotated Twitter Dataset
IJCNLP 2021
Improving Formality Style Transfer with Context-Aware Rule Injection
IJCNLP 2021
AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation
IJCNLP 2021
Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis
IJCNLP 2021
Augmenting Imbalanced Time-series Data via Adversarial Perturbation in Latent Space
ACML 2021
AutoSampling: Search for Effective Data Sampling Schedules
ICML 2021
NLPIITR at SemEval-2021 Task 6: RoBERTa Model with Data Augmentation for Persuasion Techniques Detection
SEMEVAL 2021
LIIR at SemEval-2021 task 6: Detection of Persuasion Techniques In Texts and Images using CLIP features
SEMEVAL 2021
S4RL: Surprisingly Simple Self-Supervision for Offline Reinforcement Learning in Robotics
CORL 2021
Generating Scenarios with Diverse Pedestrian Behaviors for Autonomous Vehicle Testing
CORL 2021
LENS: Localization enhanced by NeRF synthesis
CORL 2021
Learning Backchanneling Behaviors for a Social Robot via Data Augmentation from Human-Human Conversations
CORL 2021
Language Conditioned Imitation Learning Over Unstructured Data
RSS 2021
Joining datasets via data augmentation in the label space for neural networks
ICML 2021
DeepBlueAI at SemEval-2021 Task 1: Lexical Complexity Prediction with A Deep Ensemble Approach
SEMEVAL 2021
Cambridge at SemEval-2021 Task 2: Neural WiC-Model with Data Augmentation and Exploration of Representation
SEMEVAL 2021
MIPT-NSU-UTMN at SemEval-2021 Task 5: Ensembling Learning with Pre-trained Language Models for Toxic Spans Detection
SEMEVAL 2021
Lone Pine at SemEval-2021 Task 5: Fine-Grained Detection of Hate Speech Using BERToxic
SEMEVAL 2021
SRPOL DIALOGUE SYSTEMS at SemEval-2021 Task 5: Automatic Generation of Training Data for Toxic Spans Detection
SEMEVAL 2021
Multi-view Feature Augmentation with Adaptive Class Activation Mapping
IJCAI 2021
EventDrop: Data Augmentation for Event-based Learning
IJCAI 2021
LeCun at SemEval-2021 Task 6: Detecting Persuasion Techniques in Text Using Ensembled Pretrained Transformers and Data Augmentation
SEMEVAL 2021
Dual-Cross Central Difference Network for Face Anti-Spoofing
IJCAI 2021
ChainCQG: Flow-Aware Conversational Question Generation
EACL 2021
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