data augmentation

TINA: Textual Inference with Negation Augmentation EMNLP 2022 TokenMixup: Efficient Attention-guided Token-level Data Augmentation for Transformers NeurIPS 2022 TorchXRayVision: A library of chest X-ray datasets and models MIDL 2022 Towards Better Characterization of Paraphrases ACL 2022 Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study EMNLP 2022 Towards Robust Neural Machine Translation with Iterative Scheduled Data-Switch Training COLING 2022 Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems EMNLP 2022 Towards Scale Balanced 6-DoF Grasp Detection in Cluttered Scenes CoRL 2022 Towards Summarizing Healthcare Questions in Low-Resource Setting COLING 2022 Towards Understanding the Data Dependency of Mixup-style Training ICLR 2022 Training Data Generation with DOA-based Selecting and Remixing for Unsupervised Training of Deep Separation Models Interspeech 2022 Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data ACL 2022 Transfer Learning for Robust Low-Resource Children's Speech ASR with Transformers and Source-Filter Warping Interspeech 2022 Transformers on Multilingual Clause-Level Morphology EMNLP 2022 Transplantation of Conversational Speaking Style with Interjections in Sequence-to-Sequence Speech Synthesis Interspeech 2022 TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding NAACL 2022 TSMind: Alibaba and Soochow University’s Submission to the WMT22 Translation Suggestion Task EMNLP 2022 TTS-by-TTS 2: Data-Selective Augmentation for Neural Speech Synthesis Using Ranking Support Vector Machine with Variational Autoencoder Interspeech 2022 UA-KO at SemEval-2022 Task 11: Data Augmentation and Ensembles for Korean Named Entity Recognition SemEval 2022 UMass PCL at SemEval-2022 Task 4: Pre-trained Language Model Ensembles for Detecting Patronizing and Condescending Language SemEval 2022 Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation NeurIPS 2022 Understanding Robust Overfitting of Adversarial Training and Beyond ICML 2022 UNet-DenseNet for Robust Far-Field Speaker Verification Interspeech 2022 University of Cape Town’s WMT22 System: Multilingual Machine Translation for Southern African Languages EMNLP 2022 Un-mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning AAAI 2022