@article{benchmarkingspatiotemporalreasoninginllm, title = {Benchmarking Spatiotemporal Reasoning in LLMs and Reasoning Models: Capabilities and Challenges}, author = {Pengrui Quan and Brian Wang and Kang Yang and Liying Han and Mani Srivastava}, year = {2025}, eprint = {2505.11618}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.11618v2}, }