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Data Augmentation

3,622 papers

Papers per year

Papers

IIITSurat@LT-EDI-ACL2022: Hope Speech Detection using Machine Learning ACL 2022
FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classification ACL 2022
DepressionOne@LT-EDI-ACL2022: Using Machine Learning with SMOTE and Random UnderSampling to Detect Signs of Depression on Social Media Text. ACL 2022
Data Augmentation for Intent Classification with Off-the-shelf Large Language Models ACL 2022
Understanding and Improving the Exemplar-based Generation for Open-domain Conversation ACL 2022
Automatically Discarding Straplines to Improve Data Quality for Abstractive News Summarization ACL 2022
Clozer”:” Adaptable Data Augmentation for Cloze-style Reading Comprehension ACL 2022
Items from Psychometric Tests as Training Data for Personality Profiling Models of Twitter Users ACL 2022
Robust Scene Text Detection via Learnable Scene Transformations ACML 2022
3D Manifold Topology Based Medical Image Data Augmentation ACML 2022
Example or Prototype? Learning Concept-Based Explanations in Time-Series ACML 2022
ContextGen: Targeted Data Generation for Low Resource Domain Specific Text Classification AISTATS 2022
Last Layer Marginal Likelihood for Invariance Learning AISTATS 2022
Dual-Level Adaptive Information Filtering for Interactive Image Segmentation AISTATS 2022
Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning AISTATS 2022
Rethinking Data Augmentation in Text-to-text Paradigm COLING 2022
Addressing Limitations of Encoder-Decoder Based Approach to Text-to-SQL COLING 2022
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective COLING 2022
Effective Data Augmentation for Sentence Classification Using One VAE per Class COLING 2022
Evons: A Dataset for Fake and Real News Virality Analysis and Prediction COLING 2022
Dynamic Nonlinear Mixup with Distance-based Sample Selection COLING 2022
ParaZh-22M: A Large-Scale Chinese Parabank via Machine Translation COLING 2022
GraDA: Graph Generative Data Augmentation for Commonsense Reasoning COLING 2022
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification COLING 2022
Semantically Consistent Data Augmentation for Neural Machine Translation via Conditional Masked Language Model COLING 2022