Using LLMs for Security Advisory Investigations - arxiv.org/pdf/2506.13161 Large Language Models are increasingly used in software security, but their trustworthiness in generating accurate vulnerability advisories remains uncertain. This study investigates the ability of ChatGPT to (1) generate plausible security advisories from CVE-IDs, (2) differentiate real from fake CVE-IDs, and (3) extract CVE-IDs from advisory descriptions #LLMSecurity #CVEAnalysis #SecurityAdvisories #ChatGPTLimitations #FakeCVE #AIinCybersecurity #LLMTrustworthiness #CyberThreatIntel #AIValidation #AdvisoryAutomation #SecurityNLP #LLMRisks #VulnerabilityDetection #AIAuthenticity #ResponsibleAI #CVEGeneration #AISecurityTools #LLMChallenges #SecureAI #AI4Security