What question did this study set out to answer?

The research aims to review advancements in text adversarial techniques for NLP, focusing on both attacks and defenses.

A survey of text adversarial attack and defense techniques

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This literature review analyzes adversarial attack and defense techniques in NLP, highlighting challenges and future directions.

The research aims to review advancements in text adversarial techniques for NLP, focusing on both attacks and defenses.
Conducted a systematic literature review over the past decade
Analyzed various attack methods and defense techniques
Classified methods based on specific criteria
Identified strengths and limitations of existing techniques
Provided a clear classification of text adversarial attack methods
Offered an overview of defense and detection techniques
Highlighted challenges faced in text adversarial scenarios
Outlined future development directions for researchers

Zhang et al. (2026) studied this question.

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