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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 26–50 of 97 papers

TitleStatusHype
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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