Ji-Ling Zhou

Reasoning Topology Matters: A Controlled Study of LLM-Based Cybersecurity Analysis

Large Language Models (LLMs) are increasingly used in cybersecurity, where accurate analysis often requires multi-step and context-dependent reasoning over complex and heterogeneous data. However, existing prompting approaches typically focus on eliciting reasoning without explicitly considering how intermediate reason...