Data Augmentation

UA-KO at SemEval-2022 Task 11: Data Augmentation and Ensembles for Korean Named Entity Recognition SemEval 2022 uFACT: Unfaithful Alien-Corpora Training for Semantically Consistent Data-to-Text Generation ACL 2022 UMass PCL at SemEval-2022 Task 4: Pre-trained Language Model Ensembles for Detecting Patronizing and Condescending Language SemEval 2022 UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup NeurIPS 2022 Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation NeurIPS 2022 Understanding and Improving the Exemplar-based Generation for Open-domain Conversation ACL 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 Unregulated Chinese-to-English Data Expansion Does NOT Work for Neural Event Detection COLING 2022 Unsupervised Data Augmentation for Aspect Based Sentiment Analysis COLING 2022 Using Data Augmentation and Consistency Regularization to Improve Semi-supervised Speech Recognition Interspeech 2022 Using Deep Mixture-of-Experts to Detect Word Meaning Shift for TempoWiC EMNLP 2022 Using Mixup as a Regularizer Can Surprisingly Improve Accuracy & Out-of-Distribution Robustness NeurIPS 2022 Using Translation Process Data to Explore Explicitation and Implicitation through Discourse Connectives COLING 2022 UU-Tax at SemEval-2022 Task 3: Improving the generalizability of language models for taxonomy classification through data augmentation SemEval 2022 VAgyojaka: An Annotating and Post-Editing Tool for Automatic Speech Recognition Interspeech 2022 Vega-MT: The JD Explore Academy Machine Translation System for WMT22 EMNLP 2022 VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization AAAI 2022 Voice Conversion Can Improve ASR in Very Low-Resource Settings Interspeech 2022 VoiceLab: Software for Fully Reproducible Automated Voice Analysis Interspeech 2022 VORTEX: Physics-Driven Data Augmentations Using Consistency Training for Robust Accelerated MRI Reconstruction MIDL 2022 WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation EMNLP 2022 WeSinger: Data-augmented Singing Voice Synthesis with Auxiliary Losses Interspeech 2022 What Makes a "Good" Data Augmentation in Knowledge Distillation - A Statistical Perspective NeurIPS 2022