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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 51–97 of 97 papers

TitleStatusHype
Iterative Mask Filling: An Effective Text Augmentation Method Using Masked Language Modeling—0
TextAug: Test time Text Augmentation for Multimodal Person Re-identification—0
What Have Been Learned & What Should Be Learned? An Empirical Study of How to Selectively Augment Text for Classification—0
Text Data Augmentation: Towards better detection of spear-phishing emails—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
Augmenting emotion features in irony detection with Large language modeling—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
Augment, Drop & Swap: Improving Diversity in LLM Captions for Efficient Music-Text Representation Learning—0
Probabilistic Linguistic Knowledge and Token-level Text Augmentation—0
QAEA-DR: A Unified Text Augmentation Framework for Dense Retrieval—0
RESMatch: Referring Expression Segmentation in a Semi-Supervised Manner—0
Robust Authorship Verification with Transfer Learning—0
Roles of Words: What Should (n’t) Be Augmented in Text Augmentation on Text Classification Tasks?—0
Text Generation with Speech Synthesis for ASR Data Augmentation—0
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP—0
Toward General and Robust LLM-enhanced Text-attributed Graph Learning—0
Adversarial Evaluation of Multimodal Models under Realistic Gray Box Assumption—0
An Experimental Study on Data Augmentation Techniques for Named Entity Recognition on Low-Resource Domains—0
Shuffle & Divide: Contrastive Learning for Long Text—0
BOUN at SemEval-2021 Task 9: Text Augmentation Techniques for Fact Verification in Tabular Data—0
Textual Data Augmentation for Arabic-English Code-Switching Speech Recognition—0
Context-Aware Clustering using Large Language Models—0
SkoltechNLP at SemEval-2020 Task 11: Exploring Unsupervised Text Augmentation for Propaganda Detection—0
UNICON: Unsupervised Intent Discovery via Semantic-level Contrastive Learning—0
Data Augmentation for Low-Resource Quechua ASR Improvement—0
An Enhanced Text Classification to Explore Health based Indian Government Policy Tweets—0
Data Boost: Text Data Augmentation Through Reinforcement Learning Guided Conditional Generation—0
Decoder-only Architecture for Speech Recognition with CTC Prompts and Text Data Augmentation—0
Deep Transformer based Data Augmentation with Subword Units for Morphologically Rich Online ASR—0
Distance Sampling-based Paraphraser Leveraging ChatGPT for Text Data Manipulation—0
CleanerCLIP: Fine-grained Counterfactual Semantic Augmentation for Backdoor Defense in Contrastive Learning—0
Boosting Text Classification Performance on Sexist Tweets by Text Augmentation and Text Generation Using a Combination of Knowledge Graphs—0
Drug Re-positioning via Text Augmented Knowledge Graph Embeddings—0
Boosting Event Extraction with Denoised Structure-to-Text Augmentation—0
TARDiS : Text Augmentation for Refining Diversity and Separability—0
Advancing NLP Models with Strategic Text Augmentation: A Comprehensive Study of Augmentation Methods and Curriculum Strategies—0
An efficient text augmentation approach for contextualized Mandarin speech recognition—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
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