← Application Areas
Machine Learning › Application Areas ›

Data Augmentation

3622 directly classified papers

Papers per year

Papers

Partitioned Gradient Matching-based Data Subset Selection for Compute-Efficient Robust ASR Training EMNLP 2022
Most NLG is Low-Resource: here’s what we can do about it EMNLP 2022
Sibylvariant Transformations for Robust Text Classification ACL 2022
Data Augmentation and Learned Layer Aggregation for Improved Multilingual Language Understanding in Dialogue ACL 2022
Adversarial Examples Can Be Effective Data Augmentation for Unsupervised Machine Learning AAAI 2022
Imagine by Reasoning: A Reasoning-Based Implicit Semantic Data Augmentation for Long-Tailed Classification AAAI 2022
Rakuten’s Participation in WAT 2022: Parallel Dataset Filtering by Leveraging Vocabulary Heterogeneity COLING 2022
POTATO: The Portable Text Annotation Tool EMNLP 2022
EUREKA: EUphemism Recognition Enhanced through Knn-based methods and Augmentation EMNLP 2022
Toward More Meaningful Resources for Lower-resourced Languages ACL 2022
PRISM: A Rich Class of Parameterized Submodular Information Measures for Guided Data Subset Selection AAAI 2022
IIITSurat@LT-EDI-ACL2022: Hope Speech Detection using Machine Learning ACL 2022
SZLoc: A Multi-resolution Architecture for Automated Epileptic Seizure Localization from Scalp EEG MIDL 2022
Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Models ACL 2022
On the Calibration of Pre-trained Language Models using Mixup Guided by Area Under the Margin and Saliency ACL 2022
Learning with Limited Text Data ACL 2022
On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing ACL 2022
Beyond Counting Datasets: A Survey of Multilingual Dataset Construction and Necessary Resources EMNLP 2022
Divide-and-Conquer Text Simplification by Scalable Data Enhancement EMNLP 2022
Can Pretrained Language Models Generate Persuasive, Faithful, and Informative Ad Text for Product Descriptions? ACL 2022
Sample, Translate, Recombine: Leveraging Audio Alignments for Data Augmentation in End-to-end Speech Translation ACL 2022
Improving Machine Reading Comprehension with Contextualized Commonsense Knowledge ACL 2022
DataLab: A Platform for Data Analysis and Intervention ACL 2022
AMR-DA: Data Augmentation by Abstract Meaning Representation ACL 2022
Word-level Perturbation Considering Word Length and Compositional Subwords ACL 2022