@article{chronophybenchdomllmstrulyunderstandthew, title = {ChronoPhyBench: Do MLLMs Truly Understand the World or Merely Exploit Language Priors?}, author = {Bin Zhu and Yanhao Jia and Kexin Zhao and Jie Wang and Munan Ning and Hao Li and Yuwei Niu and Tanqing Sun and Huangchong Yan and Mingjun Pan and Xinyi Wu and Qishen Yin and Yunyang Ge and Shuai Zhao and Li Yuan}, year = {2026}, eprint = {2606.07962}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.07962}, }