Hua-Beng Tan

To Think or Not to Think: Evaluating LLM Reasoning and Agents in Vulnerability Detection

Large language models (LLMs) are increasingly studied for software vulnerability detection, but the benefits of recent reasoning-enabled (“thinking”) modes remain unclear. At the same time, agentic LLM designs aim to enhance analysis through structured collaboration, while practical software security workflows require...