From Tokenizer Bias to Backbone Capability: A Controlled Study of LLMs for Time Series Forecasting

Xinyu Zhang, Shanshan Feng, Xutao Li +3

Using pre-trained large language models (LLMs) as a backbone for time series prediction has recently attracted growing research interest. Existing approaches typically split time s…