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data augmentation

3052 papers

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DA

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text classification (6793) large language model (13587) transfer learning (5449) semi-supervised learning (2341) few-shot learning (3398) domain adaptation (4595) machine translation (2499) image classification (1944) language model (4599) low-resource language (2273)

Papers

A Data-Augmentation Is Worth A Thousand Samples: Analytical Moments And Sampling-Free Training NIPS 2022
Learning to Generalize to More: Continuous Semantic Augmentation for Neural Machine Translation ACL 2022
SPARTA at CASE 2021 Task 1: Evaluating Different Techniques to Improve Event Extraction EMNLP 2022
Data Augmentation MCMC for Bayesian Inference from Privatized Data NIPS 2022
DC-BENCH: Dataset Condensation Benchmark NIPS 2022
What Makes a "Good" Data Augmentation in Knowledge Distillation - A Statistical Perspective NIPS 2022
Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification EMNLP 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness ACL 2022
Data augmentation for efficient learning from parametric experts NIPS 2022
Towards Better Characterization of Paraphrases ACL 2022
Play música alegre: A Large-Scale Empirical Analysis of Cross-Lingual Phenomena in Voice Assistant Interactions EMNLP 2022
Analyzing Data-Centric Properties for Graph Contrastive Learning NIPS 2022
Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation NIPS 2022
C5L7: A Zero-Shot Algorithm for Intent and Slot Detection in Multilingual Task Oriented Languages EMNLP 2022
Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Models ACL 2022
Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning NIPS 2022
FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning ACL 2022
Text Smoothing: Enhance Various Data Augmentation Methods on Text Classification Tasks ACL 2022
Transformers on Multilingual Clause-Level Morphology EMNLP 2022
BERT-Based Sequence Labelling Approach for Dependency Parsing in Tamil ACL 2022
RSA: Reducing Semantic Shift from Aggressive Augmentations for Self-supervised Learning NIPS 2022
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function Perspective NIPS 2022
ViewFool: Evaluating the Robustness of Visual Recognition to Adversarial Viewpoints NIPS 2022
On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing ACL 2022
Items from Psychometric Tests as Training Data for Personality Profiling Models of Twitter Users ACL 2022