TimesJev: Thinking Fast on Time Series with System 1 Sufficiency.

arXiv:2610.26002v1 Announce Type: new Abstract: Large language models (LLMs) have recently shown strong potential for time series reasoning, while models that reason over time series are usually with long chains of thought. However, this process often consumes