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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
Augment, Drop & Swap: Improving Diversity in LLM Captions for Efficient Music-Text Representation Learning—0
Augmenting emotion features in irony detection with Large language modeling—0
Empirical Study of Text Augmentation on Social Media Text in Vietnamese—0
Enabling Classifiers to Make Judgements Explicitly Aligned with Human Values—0
Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding—0
Evaluation Metrics for Text Data Augmentation in NLP—0
ExplainableDetector: Exploring Transformer-based Language Modeling Approach for SMS Spam Detection with Explainability Analysis—0
Augmenty: A Python Library for Structured Text Augmentation—0
"Hinglish" Language -- Modeling a Messy Code-Mixed Language—0
Improving Fast-slow Encoder based Transducer with Streaming Deliberation—0
Advancing NLP Models with Strategic Text Augmentation: A Comprehensive Study of Augmentation Methods and Curriculum Strategies—0
IndiText Boost: Text Augmentation for Low Resource India Languages—0
Iterative Mask Filling: An Effective Text Augmentation Method Using Masked Language Modeling—0
Batch Aggregation: An Approach to Enhance Text Classification with Correlated Augmented Data—0
Boosting Event Extraction with Denoised Structure-to-Text Augmentation—0
LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?—0
LLMvsSmall Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Model—0
Mitigating Data Imbalance for Software Vulnerability Assessment: Does Data Augmentation Help?—0
Back Translation Survey for Improving Text Augmentation—0
Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral—0
Neural Data-to-Text Generation with LM-based Text Augmentation—0
On the Effectiveness of Neural Text Generation based Data Augmentation for Recognition of Morphologically Rich Speech—0
Performance Improvement of Language-Queried Audio Source Separation Based on Caption Augmentation From Large Language Models for DCASE Challenge 2024 Task 9—0
Prediction of ICD Codes with Clinical BERT Embeddings and Text Augmentation with Label Balancing using MIMIC-III—0
Probabilistic Linguistic Knowledge and Token-level Text Augmentation—0
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