To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP

Research article (Computational Linguistics, 2021) · cited 40× · AI/ML
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To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP

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To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP. Retrieved May 24, 2026, from https://4ort.xyz/entity/to-augment-or-not-to-augment-a-comparative-study-on-text-augmentation-techniques-for-low-resource-nlp
MLA “To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/to-augment-or-not-to-augment-a-comparative-study-on-text-augmentation-techniques-for-low-resource-nlp.
BibTeX @misc{4ortxyz_to-augment-or-not-to-augment-a-comparative-study-on-text-augmentation-techniques-for-low-resource-nlp_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP}}, year = {2026}, url = {https://4ort.xyz/entity/to-augment-or-not-to-augment-a-comparative-study-on-text-augmentation-techniques-for-low-resource-nlp}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP — https://4ort.xyz/entity/to-augment-or-not-to-augment-a-comparative-study-on-text-augmentation-techniques-for-low-resource-nlp (retrieved 2026-05-24)

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