@inproceedings{zhou-etal-2026-cctvbench, title = "{CCTVB}ench: Contrastive Consistency Traffic {V}ideo{QA} Benchmark for Multimodal {LLM}s", author = "Zhou, Xingcheng and Guo, Hao and Song, Rui and Zimmer, Walter and Liu, Mingyu and Schamschurko, Andr{\textbackslash}'e and Cao, Hu and Knoll, Alois", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1089/", pages = "21665--21684", ISBN = "979-8-89176-395-1" }