@article{enhancingvisionlanguagemodelsforautonomo, title = {Enhancing Vision-Language Models for Autonomous Driving through Task-Specific Prompting and Spatial Reasoning}, author = {Aodi Wu and Xubo Luo}, year = {2025}, eprint = {2510.24152}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.24152}, }