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Text Augmentation

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

A Visual Survey of Data Augmentation in NLP

Papers

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Showing 21–30 of 97 papers

Title	Date	Tasks	Status	Hype	Score
Laser: Efficient Language-Guided Segmentation in Neural Radiance Fields	Jan 31, 2025	SegmentationText Augmentation	CodeCode Available	0	5
Selective Text Augmentation with Word Roles for Low-Resource Text Classification	Sep 4, 2022	ClassificationData Augmentation	CodeCode Available	0	5
Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations	May 16, 2018	Data AugmentationGeneral Classification	CodeCode Available	0	5
COVID-19 Vaccine Misinformation in Middle Income Countries	Nov 30, 2023	Language ModellingLarge Language Model	CodeCode Available	0	5
BAN-Cap: A Multi-Purpose English-Bangla Image Descriptions Dataset	May 28, 2022	Image CaptioningMachine Translation	CodeCode Available	0	5
Data Augmentation via Dependency Tree Morphing for Low-Resource Languages	Mar 22, 2019	Data AugmentationPart-Of-Speech Tagging	CodeCode Available	0	5
Empirical Study of Text Augmentation on Social Media Text in Vietnamese	Sep 25, 2020	Data AugmentationGeneral Classification	CodeCode Available	0	5
Linguistic Knowledge in Data Augmentation for Natural Language Processing: An Example on Chinese Question Matching	Nov 29, 2021	Data AugmentationLanguage Modelling	CodeCode Available	0	5
From Big to Small Without Losing It All: Text Augmentation with ChatGPT for Efficient Sentiment Analysis	Dec 7, 2023	AllSentiment Analysis	CodeCode Available	0	5
Effects of diversity incentives on sample diversity and downstream model performance in LLM-based text augmentation	Jan 12, 2024	Data AugmentationDiversity	CodeCode Available	0	5

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