Advancing text adversarial example generation using large language models

doi:10.1016/j.knosys.2025.114361

Advancing text adversarial example generation using large language models

2025-08-30

0

OA

AI

N

Natalia Madrueño *

A

Alberto Fernández-Isabel

R

Rubén R. Fernández

I

Isaac Martín de Diego

DOI：10.1016/j.knosys.2025.114361

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Abstract

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• Novel method for generating text adversarial examples for machine learning models. • Adversarial examples achieved by utilizing recent large language models. • Facilitates systematic vulnerability analysis and improvement of model robustness. • Promising results in attacking recent open-weight large language models.

Keywords:

Adversarial attack

Text adversarial example

Large language model

Natural language processing

Text classification

Advancing text adversarial example generation using large language models

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