Data Augmentation

Meta Variance Transfer: Learning to Augment from the Others ICML 2020 MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification ACL 2020 Mixup-Transformer: Dynamic Data Augmentation for NLP Tasks COLING 2020 MMPE: A Multi-Modal Interface using Handwriting, Touch Reordering, and Speech Commands for Post-Editing Machine Translation ACL 2020 MMTM: Multimodal Transfer Module for CNN Fusion CVPR 2020 Modeling Word Formation in English–German Neural Machine Translation ACL 2020 Monolingual Data Selection Analysis for English-Mandarin Hybrid Code-Switching Speech Recognition Interspeech 2020 More Bang for Your Buck: Natural Perturbation for Robust Question Answering EMNLP 2020 More Diverse Dialogue Datasets via Diversity-Informed Data Collection ACL 2020 Multi-Stream Attention-Based BLSTM with Feature Segmentation for Speech Emotion Recognition Interspeech 2020 MultiWOZ 2.2 : A Dialogue Dataset with Additional Annotation Corrections and State Tracking Baselines ACL 2020 Named Entity Recognition for Social Media Texts with Semantic Augmentation EMNLP 2020 NAT: Noise-Aware Training for Robust Neural Sequence Labeling ACL 2020 NEU at WNUT-2020 Task 2: Data Augmentation To Tell BERT That Death Is Not Necessarily Informative EMNLP 2020 Neural Data Server: A Large-Scale Search Engine for Transfer Learning Data CVPR 2020 Neural Mask Generator: Learning to Generate Adaptive Word Maskings for Language Model Adaptation EMNLP 2020 Neural Networks Are More Productive Teachers Than Human Raters: Active Mixup for Data-Efficient Knowledge Distillation From a Blackbox Model CVPR 2020 NLPDove at SemEval-2020 Task 12: Improving Offensive Language Detection with Cross-lingual Transfer SemEval 2020 Noising Scheme for Data Augmentation in Automatic Post-Editing EMNLP 2020 Nonlinear Mixup: Out-Of-Manifold Data Augmentation for Text Classification AAAI 2020 NTUNLPL at FinCausal 2020, Task 2:Improving Causality Detection Using Viterbi Decoder COLING 2020 NwQM: A neural quality assessment framework for Wikipedia EMNLP 2020 OCR Post Correction for Endangered Language Texts EMNLP 2020 Octanove Labs’ Japanese-Chinese Open Domain Translation System ACL 2020 One Comment from One Perspective: An Effective Strategy for Enhancing Automatic Music Comment COLING 2020