SOTAVerified

Text Augmentation

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

Papers

Showing 150 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
Image, Text, and Speech Data Augmentation using Multimodal LLMs for Deep Learning: A SurveyCode1
Building a Multi-modal Spatiotemporal Expert for Zero-shot Action Recognition with CLIPCode1
PairAug: What Can Augmented Image-Text Pairs Do for Radiology?Code1
CLAP: Isolating Content from Style through Contrastive Learning with Augmented PromptsCode1
Pretraining Language Models with Text-Attributed Heterogeneous GraphsCode1
Story Visualization by Online Text Augmentation with Context MemoryCode1
BootAug: Boosting Text Augmentation via Hybrid Instance Filtering FrameworkCode1
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple TasksCode1
DoubleMix: Simple Interpolation-Based Data Augmentation for Text ClassificationCode1
Show Me What and Tell Me How: Video Synthesis via Multimodal ConditioningCode1
GPT3Mix: Leveraging Large-scale Language Models for Text AugmentationCode1
Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuningCode1
Text Augmentation for Language Models in High Error Recognition ScenarioCode1
BrightCookies at SemEval-2025 Task 9: Exploring Data Augmentation for Food Hazard ClassificationCode0
Batch Aggregation: An Approach to Enhance Text Classification with Correlated Augmented Data0
Toward General and Robust LLM-enhanced Text-attributed Graph Learning0
Laser: Efficient Language-Guided Segmentation in Neural Radiance FieldsCode0
Multimodal AI on Wound Images and Clinical Notes for Home Patient Referral0
TARDiS : Text Augmentation for Refining Diversity and Separability0
An Experimental Study on Data Augmentation Techniques for Named Entity Recognition on Low-Resource Domains0
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 Learning0
Augment, Drop & Swap: Improving Diversity in LLM Captions for Efficient Music-Text Representation Learning0
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 Retrieval0
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 90
An efficient text augmentation approach for contextualized Mandarin speech recognition0
ExplainableDetector: Exploring Transformer-based Language Modeling Approach for SMS Spam Detection with Explainability Analysis0
Context-Aware Clustering using Large Language Models0
Distance Sampling-based Paraphraser Leveraging ChatGPT for Text Data Manipulation0
Augmenting emotion features in irony detection with Large language modeling0
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance DetectionCode0
LLMvsSmall Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Model0
Advancing NLP Models with Strategic Text Augmentation: A Comprehensive Study of Augmentation Methods and Curriculum Strategies0
Evaluation Metrics for Text Data Augmentation in NLP0
RESMatch: Referring Expression Segmentation in a Semi-Supervised Manner0
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality GapCode0
IndiText Boost: Text Augmentation for Low Resource India Languages0
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 Modeling0
Augmenty: A Python Library for Structured Text Augmentation0
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-identification0
COVID-19 Vaccine Misinformation in Middle Income CountriesCode0
Decoder-only Architecture for Speech Recognition with CTC Prompts and Text Data Augmentation0
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