From Intent to Action: Benchmarking LLM Safety in Vehicle Voice Command Authorization

A new benchmark evaluates whether large language models safely authorize vehicle voice commands, highlighting risks of unsafe or unauthorized vehicle actions.

Auto-scored: The paper identifies potential safety gaps in LLM-based vehicle command authorization, a minor misuse risk, while providing a partial mitigation through benchmarking.