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NLPAug: Natural Language Processing Augmentation Library

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library 1.1.11 ·python
verified Jun 28, 2026

NLPAug is a Python library designed for natural language processing data augmentation. It helps improve deep learning model performance by generating synthetic textual data, making models more robust and less prone to overfitting on small datasets. The library supports various augmentation techniques across character, word, and sentence levels. Currently at version 1.1.11, it maintains an active release cadence with several minor updates throughout the year.

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