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Text Augmentation

You can read these blog posts to get an overview of the approaches.

Papers

Showing 125 of 97 papers

TitleStatusHype
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification TasksCode2
A Survey on Data Augmentation in Large Model EraCode2
DoubleMix: Simple Interpolation-Based Data Augmentation for Text ClassificationCode1
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple TasksCode1
CLAP: Isolating Content from Style through Contrastive Learning with Augmented PromptsCode1
PairAug: What Can Augmented Image-Text Pairs Do for Radiology?Code1
Pretraining Language Models with Text-Attributed Heterogeneous GraphsCode1
GPT3Mix: Leveraging Large-scale Language Models for Text AugmentationCode1
Story Visualization by Online Text Augmentation with Context MemoryCode1
Words or Vision: Do Vision-Language Models Have Blind Faith in Text?Code1
Text Augmentation for Language Models in High Error Recognition ScenarioCode1
BootAug: Boosting Text Augmentation via Hybrid Instance Filtering FrameworkCode1
Building a Multi-modal Spatiotemporal Expert for Zero-shot Action Recognition with CLIPCode1
Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuningCode1
Show Me What and Tell Me How: Video Synthesis via Multimodal ConditioningCode1
Image, Text, and Speech Data Augmentation using Multimodal LLMs for Deep Learning: A SurveyCode1
Improving short text classification through global augmentation methodsCode0
Laser: Efficient Language-Guided Segmentation in Neural Radiance FieldsCode0
BAN-Cap: A Multi-Purpose English-Bangla Image Descriptions DatasetCode0
Contextual Augmentation: Data Augmentation by Words with Paradigmatic RelationsCode0
Adaptation of domain-specific transformer models with text oversampling for sentiment analysis of social media posts on Covid-19 vaccinesCode0
Learning to Compose Domain-Specific Transformations for Data AugmentationCode0
Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentationCode0
COVID-19 Vaccine Misinformation in Middle Income CountriesCode0
Empirical Study of Text Augmentation on Social Media Text in VietnameseCode0
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