From Intent to Action: Benchmarking LLM Safety in Vehicle Voice Command Authorization
A 202-scenario benchmark with Reference Decisions under a seven-class taxonomy is introduced and Decision Alignment and safety-specific error metrics are evaluated, finding structured LLM decisions are insufficient as a standalone safety mechanism and deployment requires an independent enforcement layer.
Diba Afroze, Xing-Li Zhang, Yazhou Tu et al.
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