@article{arevisionllmsroadreadyacomprehensive, title = {Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video Understanding}, author = {Tong Zeng and Longfeng Wu and Liang Shi and Dawei Zhou and Feng Guo}, year = {2025}, eprint = {2504.14526}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2504.14526v1}, }