Sujan Kumar Reddy Challa

Toward Dynamic and Risk-Aware Evaluation of Cybersecurity LLMs: A Survey and the RIRAG Framework

The rapid adoption of large language models (LLMs) in cybersecurity has created a growing need for evaluation methods that reflect operational risk rather than isolated language capability. Existing cybersecurity benchmarks assess useful dimensions such as factual knowledge, vulnerability analysis, secure coding, penet...