Enhancing LLMs for Time Series Forecasting via Structure-Guided Cross-Modal Alignment

Siming Sun, Kai Zhang, Xuejun Jiang +2

The emerging paradigm of leveraging pretrained large language models (LLMs) for time series forecasting has predominantly employed linguistic-temporal modality alignment strategies…