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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 1–25 of 97 papers

TitleStatusHype
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard ClassificationCode0
Batch Aggregation: An Approach to Enhance Text Classification with Correlated Augmented Data—0
Toward General and Robust LLM-enhanced Text-attributed Graph Learning—0
Words or Vision: Do Vision-Language Models Have Blind Faith in Text?Code1
Laser: Efficient Language-Guided Segmentation in Neural Radiance FieldsCode0
Image, Text, and Speech Data Augmentation using Multimodal LLMs for Deep Learning: A SurveyCode1
Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral—0
TARDiS : Text Augmentation for Refining Diversity and Separability—0
Building a Multi-modal Spatiotemporal Expert for Zero-shot Action Recognition with CLIPCode1
An Experimental Study on Data Augmentation Techniques for Named Entity Recognition on Low-Resource Domains—0
Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation for ClassificationCode0
CleanerCLIP: Fine-grained Counterfactual Semantic Augmentation for Backdoor Defense in Contrastive Learning—0
Augment, Drop & Swap: Improving Diversity in LLM Captions for Efficient Music-Text Representation Learning—0
LLMs vs Established Text Augmentation Techniques for Classification: When do the Benefits Outweight the Costs?—0
QAEA-DR: A Unified Text Augmentation Framework for Dense Retrieval—0
Mitigating Data Imbalance for Software Vulnerability Assessment: Does Data Augmentation Help?—0
Performance Improvement of Language-Queried Audio Source Separation Based on Caption Augmentation From Large Language Models for DCASE Challenge 2024 Task 9—0
An efficient text augmentation approach for contextualized Mandarin speech recognition—0
ExplainableDetector: Exploring Transformer-based Language Modeling Approach for SMS Spam Detection with Explainability Analysis—0
Context-Aware Clustering using Large Language Models—0
Distance Sampling-based Paraphraser Leveraging ChatGPT for Text Data Manipulation—0
Augmenting emotion features in irony detection with Large language modeling—0
PairAug: What Can Augmented Image-Text Pairs Do for Radiology?Code1
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance DetectionCode0
LLMvsSmall Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Model—0
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