A knowledge-augmented dataset of high-risk driving scenarios with LLM annotations for autonomous driving

Heye Huang, Jingguang Li, Zhiyuan Zhou +4

Safe autonomous driving requires both rapid responses to common high-risk events and deeper reasoning over rare, extreme long-tail scenarios in traffic safety. These scenarios are…