@article{towardscrossmodalitymodelingfortime, title = {Towards Cross-Modality Modeling for Time Series Analytics: A Survey in the LLM Era}, author = {Chenxi Liu and Shaowen Zhou and Qianxiong Xu and Hao Miao and Cheng Long and Ziyue Li and Rui Zhao}, year = {2025}, eprint = {2505.02583}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.02583v1}, }