Text augmentation techniques in NLP - GeeksforGeeks
Apr 21, 2025 · Text augmentation is an essential technique in Natural Language Processing (NLP) that helps improve model robustness by expanding the training data. One popular method is …
Text Data Augmentation for Deep Learning - Journal of Big Data
Jul 19, 2021 · Our survey presents several strategies for applying Data Augmentation to text data. We cluster these augmentations into symbolic or neural methods. Symbolic methods use rules or …
Data Augmentation for Text [with code] - Medium
Jun 6, 2021 · This article will show how to code in PyTorch, data augmentation techniques for deep learning problems such as text classification, text generation, etc. For data augmentation with …
Title: Text Data Augmentation for Large Language Models: A ...
Jan 31, 2025 · This survey provides an in-depth analysis of data augmentation in LLMs, classifying the techniques into Simple Augmentation, Prompt-based Augmentation, Retrieval-based …
Data Augmentation in NLP: Best Practices From a Kaggle Master
Sep 1, 2023 · Apply data augmentation to your text data. Data augmentation techniques are used to generate additional, synthetic data using the data you have. Augmentation methods are super …
GitHub - chz816/text-augmentation: Common Text Data Augmentation ...
Data augmentation is a useful approach to enhance the performance of the deep learning model. It generates new data instances from the existing training data, with the objective of improving the …
TextAttack: Text Data Augmentation in NLP - Analytics Vidhya
Feb 11, 2025 · Data Augmentation (DA) Technique, implemented through tools like TextAttack, is a process that enables us to artificially increase training data size by generating different versions …
Text Data Augmentation | IEEE Conference Publication - IEEE Xplore
Nov 24, 2023 · Natural language processing model performance and generalization are greatly enhanced by text data augmentation. This paper introduces nlpaug, a Python library.
How to Perform Data Augmentation in NLP Projects
Jun 24, 2022 · Using a method known as data augmentation, you can create more data for your machine learning project. Data augmentation is a collection of techniques that manage the …
Data Boost: Text Data Augmentation Through Reinforcement …
May 29, 2025 · In this paper, we present a powerful and easy to deploy text augmentation framework, Data Boost, which augments data through reinforcement learning guided conditional …