common-vulnerabilities-and-exposures-17ac81c5·1 events·first seen Aliases: Common Vulnerabilities and Exposures
Researchers introduce CAV-STIXGen, a dataset mapping connected and autonomous vehicle (CAV) CVE descriptions to STIX threat intelligence objects, CWE entries, and MITRE ATT&CK techniques. They benchmark 11 open-weight LLMs (4B–120B parameters) across prompting strategies, achieving F1 scores up to 0.94 for STIX domain objects and 0.99 for CWE mapping, while MITRE ATT&CK mapping remains harder. A multi-agent configuration using Gemma-4-31B and Codestral-22B is also evaluated, and co-occurrence analysis of CWE/ATT&CK patterns is used to surface recurring threat patterns in the CAV domain.