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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
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
Advancing NLP Models with Strategic Text Augmentation: A Comprehensive Study of Augmentation Methods and Curriculum Strategies—0
Evaluation Metrics for Text Data Augmentation in NLP—0
RESMatch: Referring Expression Segmentation in a Semi-Supervised Manner—0
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality GapCode0
A Survey on Data Augmentation in Large Model EraCode2
IndiText Boost: Text Augmentation for Low Resource India Languages—0
Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentationCode0
Iterative Mask Filling: An Effective Text Augmentation Method Using Masked Language Modeling—0
Augmenty: A Python Library for Structured Text Augmentation—0
From Big to Small Without Losing It All: Text Augmentation with ChatGPT for Efficient Sentiment AnalysisCode0
Teaching Specific Scientific Knowledge into Large Language Models through Additional TrainingCode0
TextAug: Test time Text Augmentation for Multimodal Person Re-identification—0
COVID-19 Vaccine Misinformation in Middle Income CountriesCode0
CLAP: Isolating Content from Style through Contrastive Learning with Augmented PromptsCode1
Pretraining Language Models with Text-Attributed Heterogeneous GraphsCode1
Decoder-only Architecture for Speech Recognition with CTC Prompts and Text Data Augmentation—0
Distributional Data Augmentation Methods for Low Resource LanguageCode0
Story Visualization by Online Text Augmentation with Context MemoryCode1
Probabilistic Linguistic Knowledge and Token-level Text Augmentation—0
Text Generation with Speech Synthesis for ASR Data Augmentation—0
Boosting Event Extraction with Denoised Structure-to-Text Augmentation—0
Shuffle & Divide: Contrastive Learning for Long Text—0
STA: Self-controlled Text Augmentation for Improving Text ClassificationsCode0
Improving Fast-slow Encoder based Transducer with Streaming Deliberation—0
RPN: A Word Vector Level Data Augmentation Algorithm in Deep Learning for Language UnderstandingCode0
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