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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
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
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
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
Decoder-only Architecture for Speech Recognition with CTC Prompts and Text Data Augmentation—0
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