@article{breakingdownvideollmbenchmarksknowledge, title = {Breaking Down Video LLM Benchmarks: Knowledge, Spatial Perception, or True Temporal Understanding?}, author = {Bo Feng and Zhengfeng Lai and Shiyu Li and Zizhen Wang and Simon Wang and Ping Huang and Meng Cao}, year = {2025}, eprint = {2505.14321}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.14321v1}, }