@article{cctvbenchcontrastiveconsistencytrafficvi, title = {CCTVBench: Contrastive Consistency Traffic VideoQA Benchmark for Multimodal LLMs}, author = {Xingcheng Zhou and Hao Guo and Rui Song and Walter Zimmer and Mingyu Liu and André Schamschurko and Hu Cao and Alois Knoll}, year = {2026}, eprint = {2604.20460}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.20460}, }