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Data Augmentation

434 directly classified papers

Papers per year

Papers

Separating Grains from the Chaff: Using Data Filtering to Improve Multilingual Translation for Low-Resourced African Languages EMNLP 2022
Tackling Low-Resourced Sign Language Translation: UPC at WMT-SLT 22 EMNLP 2022
HW-TSC Translation Systems for the WMT22 Biomedical Translation Task EMNLP 2022
Data Augmentation for Inline Tag-Aware Neural Machine Translation EMNLP 2022
Robust MT Evaluation with Sentence-level Multilingual Augmentation EMNLP 2022
Divide-and-Conquer Text Simplification by Scalable Data Enhancement EMNLP 2022
Improving Dialogue Act Recognition with Augmented Data EMNLP 2022
EUREKA: EUphemism Recognition Enhanced through Knn-based methods and Augmentation EMNLP 2022
Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification EMNLP 2022
A Pipeline for Generating, Annotating and Employing Synthetic Data for Real World Question Answering EMNLP 2022
Perturbation Augmentation for Fairer NLP EMNLP 2022
MELM: Data Augmentation with Masked Entity Language Modeling for Low-Resource NER ACL 2022
Tailor: Generating and Perturbing Text with Semantic Controls ACL 2022
DMix: Adaptive Distance-aware Interpolative Mixup ACL 2022
Beyond neural scaling laws: beating power law scaling via data pruning NIPS 2022
Using Mixup as a Regularizer Can Surprisingly Improve Accuracy & Out-of-Distribution Robustness NIPS 2022
SelecMix: Debiased Learning by Contradicting-pair Sampling NIPS 2022
TokenMixup: Efficient Attention-guided Token-level Data Augmentation for Transformers NIPS 2022
Invariance Learning in Deep Neural Networks with Differentiable Laplace Approximations NIPS 2022
S2P: State-conditioned Image Synthesis for Data Augmentation in Offline Reinforcement Learning NIPS 2022
Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Models ACL 2022
PolarMix: A General Data Augmentation Technique for LiDAR Point Clouds NIPS 2022
RecursiveMix: Mixed Learning with History NIPS 2022
Data-Efficient Augmentation for Training Neural Networks NIPS 2022
LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification ACL 2021