Continuity and Ordinality Matter: Constraining Time Series Tokens for Effective Time Series Analysis with Large Language Models

In three linesCOM, a strategy for time series LLMs, integrates geometric constraints into token embedding initialization and training. It preserves inherent continuity and ordinality of time series, improving performance across multiple time series analysis benchmarks.

Summary generated by Claude — human-verified