Review
Open access
2026
Survey on Adversarial Prompt Generation and Robustness Analysis in Large Language Models
This survey provides a comprehensive analysis of adversarial prompting strategies, ranging from input manipulation techniques to semantic and structural distortions, and explores defense strategies across preprocessing, model-level, postprocessing, and hybrid strategies, highlighting recent advances and their limitations.
A. Nasution, Ahmet Emre Ergün, Aytu˘g Onan et al.
· IEEE Access · 0 citations