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Text Augmentation

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

Papers

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Showing 1–50 of 97 papers

TitleStatusHype
A Survey on Data Augmentation in Large Model EraCode2
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification TasksCode2
Words or Vision: Do Vision-Language Models Have Blind Faith in Text?Code1
Building a Multi-modal Spatiotemporal Expert for Zero-shot Action Recognition with CLIPCode1
Text Augmentation for Language Models in High Error Recognition ScenarioCode1
Story Visualization by Online Text Augmentation with Context MemoryCode1
Show Me What and Tell Me How: Video Synthesis via Multimodal ConditioningCode1
DoubleMix: Simple Interpolation-Based Data Augmentation for Text ClassificationCode1
PairAug: What Can Augmented Image-Text Pairs Do for Radiology?Code1
BootAug: Boosting Text Augmentation via Hybrid Instance Filtering FrameworkCode1
Image, Text, and Speech Data Augmentation using Multimodal LLMs for Deep Learning: A SurveyCode1
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple TasksCode1
GPT3Mix: Leveraging Large-scale Language Models for Text AugmentationCode1
Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuningCode1
Pretraining Language Models with Text-Attributed Heterogeneous GraphsCode1
CLAP: Isolating Content from Style through Contrastive Learning with Augmented PromptsCode1
Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog SystemsCode0
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality GapCode0
BAN-Cap: A Multi-Purpose English-Bangla Image Descriptions DatasetCode0
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard ClassificationCode0
Contextual Augmentation: Data Augmentation by Words with Paradigmatic RelationsCode0
COVID-19 Vaccine Misinformation in Middle Income CountriesCode0
Data Augmentation via Dependency Tree Morphing for Low-Resource LanguagesCode0
Distributional Data Augmentation Methods for Low Resource LanguageCode0
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance DetectionCode0
Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentationCode0
Empirical Study of Text Augmentation on Social Media Text in VietnameseCode0
From Big to Small Without Losing It All: Text Augmentation with ChatGPT for Efficient Sentiment AnalysisCode0
Improving short text classification through global augmentation methodsCode0
Laser: Efficient Language-Guided Segmentation in Neural Radiance FieldsCode0
Learning to Compose Domain-Specific Transformations for Data AugmentationCode0
Linguistic Knowledge in Data Augmentation for Natural Language Processing: An Example on Chinese Question MatchingCode0
RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language UnderstandingCode0
Selective Text Augmentation with Word Roles for Low-Resource Text ClassificationCode0
Adaptation of domain-specific transformer models with text oversampling for sentiment analysis of social media posts on Covid-19 vaccinesCode0
Sequence-to-Sequence Data Augmentation for Dialogue Language UnderstandingCode0
STA: Self-controlled Text Augmentation for Improving Text ClassificationsCode0
Teaching Specific Scientific Knowledge into Large Language Models through Additional TrainingCode0
Text Data Augmentation Made Simple By Leveraging NLP Cloud APIsCode0
UCD-CS at TREC 2021 Incident Streams TrackCode0
Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation for ClassificationCode0
Evaluation Metrics for Text Data Augmentation in NLP—0
ExplainableDetector: Exploring Transformer-based Language Modeling Approach for SMS Spam Detection with Explainability Analysis—0
Text Augmentation in a Multi-Task View—0
Batch Aggregation: An Approach to Enhance Text Classification with Correlated Augmented Data—0
"Hinglish" Language -- Modeling a Messy Code-Mixed Language—0
Augmenty: A Python Library for Structured Text Augmentation—0
Improving Fast-slow Encoder based Transducer with Streaming Deliberation—0
Text Augmentation Techniques in Drug Adverse Effect Detection Task—0
IndiText Boost: Text Augmentation for Low Resource India Languages—0
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