CCTVBench: Contrastive Consistency Traffic VideoQA Benchmark for Multimodal LLMs

Xingcheng Zhou, Hao Guo, Rui Song 0007, Walter Zimmer, Mingyu Liu, André Schamschurko, Hu Cao, Alois Knoll. CCTVBench: Contrastive Consistency Traffic VideoQA Benchmark for Multimodal LLMs. In Maria Liakata, Viviane P. Moreira, Jiajun Zhang 0001, David Jurgens, editors, Findings of the Association for Computational Linguistics, ACL 2026, San Diego, California, United States, July 2-7, 2026. pages 21665-21684, Association for Computational Linguistics, 2026. [doi]

Abstract

Abstract is missing.