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Data Augmentation

429 directly classified papers

Papers per year

Papers

PM-MMUT: Boosted Phone-mask Data Augmentation using Multi-Modeling Unit Training for Phonetic-Reduction-Robust E2E Speech Recognition INTERSPEECH 2022
RCT: Random consistency training for semi-supervised sound event detection INTERSPEECH 2022
When Is TTS Augmentation Through a Pivot Language Useful? INTERSPEECH 2022
Data Augmentation for Rare Symptoms in Vaccine Side-Effect Detection ACL 2022
Simple Semantic-based Data Augmentation for Named Entity Recognition in Biomedical Texts ACL 2022
Generative Data Augmentation with Contrastive Learning for Zero-Shot Stance Detection EMNLP 2022
Conditional set generation using Seq2seq models EMNLP 2022
Style Transfer as Data Augmentation: A Case Study on Named Entity Recognition EMNLP 2022
Data Augmentation for Biomedical Factoid Question Answering ACL 2022
Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation ACL 2022
Augmenting Multi-Turn Text-to-SQL Datasets with Self-Play EMNLP 2022
Regularizing Graph Neural Networks via Consistency-Diversity Graph Augmentations AAAI 2022
Saliency Grafting: Innocuous Attribution-Guided Mixup with Calibrated Label Mixing AAAI 2022
Graph Transplant: Node Saliency-Guided Graph Mixup with Local Structure Preservation AAAI 2022
Data Augmentation for Inline Tag-Aware Neural Machine Translation EMNLP 2022
Improved Data Augmentation for Translation Suggestion EMNLP 2022
ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification AAAI 2022
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures CVPR 2022
Scribble-Supervised LiDAR Semantic Segmentation CVPR 2022
Kubric: A Scalable Dataset Generator CVPR 2022
SwapMix: Diagnosing and Regularizing the Over-Reliance on Visual Context in Visual Question Answering CVPR 2022
Data Augmentation and Learned Layer Aggregation for Improved Multilingual Language Understanding in Dialogue ACL 2022
Towards Summarizing Healthcare Questions in Low-Resource Setting COLING 2022
Unregulated Chinese-to-English Data Expansion Does NOT Work for Neural Event Detection COLING 2022
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective COLING 2022