Markovian Linguistic-Temporal Bridge: Unlocking the Potential of LLMs for Time Series Forecasting.

arXiv:2505.13175v2 Announce Type: replace Abstract: Adapting pretrained Large Language Models (LLMs) for time series forecasting primarily relies on token-level linguistic-temporal alignment, leading to the stacking of logically disjointed tokens as input. Whi