@article{efficientmultivariatetimeseries, title = {Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation}, author = {Chenxi Liu and Hao Miao and Qianxiong Xu and Shaowen Zhou and Cheng Long and Yan Zhao and Ziyue Li and Rui Zhao}, year = {2025}, eprint = {2505.02138}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.02138v2}, }