AINeutralarXiv – CS AI · 8h ago6/10
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Safety-Aware Evaluation of LLM-Generated Driver Intervention Messages through Multi-Task Risk Fusion
Researchers propose the Driver Safety-Aware Intervention Score (DSAIS), a domain-specific metric for evaluating LLM-generated driver safety messages across five dimensions including risk-urgency alignment and cognitive load. The framework integrates multi-task recognition outputs through risk fusion and achieves strong inter-rater reliability (ICC 0.798-0.840), demonstrating that compact local LLMs outperform API-based models for in-vehicle deployment.