@article{aframeworkforacapabilitydriven, title = {A Framework for a Capability-driven Evaluation of Scenario Understanding for Multimodal Large Language Models in Autonomous Driving}, author = {Tin Stribor Sohn and Philipp Reis and Maximilian Dillitzer and Johannes Bach and Jason J. Corso and Eric Sax}, year = {2025}, eprint = {2503.11400}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.11400v1}, }