@article{causalsemanticalignmentforllmbasedtimese, title = {Causal Semantic Alignment for LLM-based Time Series Forecasting}, author = {Kexuan Zhang and Xiaobei Zou and Cesare Alippi and Gary G. Yen and Yang Tang}, year = {2026}, eprint = {2606.08262}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.08262}, }