GeoAI for Driving Risk Assessment via Vision-Language Models: A Knowledge Guided RAG System and Dual Evaluation. - Chen Wei; Yiwei Zhang 010; Xi Guan; Qianheng Zhang; Yanbing Chen; Yuhan Ji; Yibo Zhao; Maoping Wang; Ying Nie; Hanchen Zhuang; Song Gao 001 (GeoAI@SIGSPATIAL, 2025)