@article{semanticenhancedtimeseriesforecastingvia,
  title = {Semantic-Enhanced Time-Series Forecasting via Large Language Models},
  author = {Hao Liu and Xiaoxing Zhang and Chun Yang and Xiaobin Zhu},
  year = {2025},
  eprint = {2508.07697},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2508.07697},
}