Prompting Large Language Models for Malicious Webpage Detection

• Published in: 2023 IEEE 4th International Conference on Pattern Recognition and Machine Learning (PRML) pp. 393 - 400
• Main Authors: Li, Lu, Gong, Bojie
• Format: Conference Proceeding
• Language: English
• Published: IEEE 04.08.2023
• Subjects: Analytical models; Chatbots; ChatGPT; Deep learning; in-context learning; large language models; malicious webpage detection; Pattern recognition; prompt learning; Training; Training data; Uniform resource locators

This work proposes a novel approach for malicious webpage detection by leveraging Large Language Models (LLMs). Unlike existing approaches that only analyze the Uniform Resource Locators (URLs) features, our approach considers the web contents for identifying malicious webpages. The major challenge...