Disentangling Adversarial Prompts: A Semantic-Graph Defense for Robust LLM Security

Xiang Fang, Wanlong Fang

Large Language Models (LLMs) are increasingly vulnerable to adversarial prompts that exploit semantic ambiguities to bypass safety mechanisms, resulting in harmful or inappropriate…