Evaluating effectiveness of LLMs in security analysis of embedded devices

• Main Author: Wong, Jovan Zi Xi
• Other Authors: Zhang Tianwei
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2025
• Subjects: Computer and Information Science; Cyber security; Large language models; Embedded devices
• Online Access: https://hdl.handle.net/10356/183435
• Institution: Nanyang Technological University

This paper presents the first comprehensive evaluation of open-source Large Language Models for vulnerability analysis in embedded systems, focusing on identifying vulnerabilities in decompiled binary code. We investigate the performance of the Qwen2.5-Coder-32B-Instruct model on a curated dataset o...