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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

Boosting Robustness of Image Matting With Context Assembling and Strong Data Augmentation CVPR 2022
Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems EMNLP 2022
Perturbation Augmentation for Fairer NLP EMNLP 2022
RecursiveMix: Mixed Learning with History NIPS 2022
PolarMix: A General Data Augmentation Technique for LiDAR Point Clouds NIPS 2022
PointNeXt: Revisiting PointNet++ with Improved Training and Scaling Strategies NIPS 2022
Sample, Translate, Recombine: Leveraging Audio Alignments for Data Augmentation in End-to-end Speech Translation ACL 2022
Spatiotemporal Initialization for 3D CNNs With Generated Motion Patterns WACV 2022
The Majority Can Help the Minority: Context-Rich Minority Oversampling for Long-Tailed Classification CVPR 2022
Robustifying Sentiment Classification by Maximally Exploiting Few Counterfactuals EMNLP 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation EMNLP 2022
Adapting Multilingual Models for Code-Mixed Translation EMNLP 2022
Enabling Detailed Action Recognition Evaluation Through Video Dataset Augmentation NIPS 2022
Exploring Representation-level Augmentation for Code Search EMNLP 2022
NLP4ITF @ Causal News Corpus 2022: Leveraging Linguistic Information for Event Causality Classification EMNLP 2022
SNU-Causality Lab @ Causal News Corpus 2022: Detecting Causality by Data Augmentation via Part-of-Speech tagging EMNLP 2022
Geometric and Textural Augmentation for Domain Gap Reduction CVPR 2022
Controlled Data Generation via Insertion Operations for NLU NAACL 2022
CoCoa: An Encoder-Decoder Model for Controllable Code-switched Generation EMNLP 2022
Leveraging Affirmative Interpretations from Negation Improves Natural Language Understanding EMNLP 2022
Semi-Supervised Formality Style Transfer with Consistency Training ACL 2022
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data AAAI 2022
Flare7K: A Phenomenological Nighttime Flare Removal Dataset NIPS 2022
Data Augmentation for Improving the Prediction of Validity and Novelty of Argumentative Conclusions COLING 2022
CNLP-NITS-PP at WANLP 2022 Shared Task: Propaganda Detection in Arabic using Data Augmentation and AraBERT Pre-trained Model EMNLP 2022