Aniket Mahanti

TimesJev: Thinking Fast on Time Series with System 1 Sufficiency

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 thousands of tokens, directly leading to substantial latency during inference. In contrast, System 1 models...