Beyond Uniform Tokens: Adaptive Compression for Time Series Language Models

Jialin Gan, Xin Qiu, Guangzhe Chen +1

Large language models (LLMs) have enabled time series (TS) analysis by jointly modeling numerical observations and textual context through a shared token interface. However, TS tok…