# Benchmarking System One Models for Time-Series Decision Making: A Case Study of Jev

**Published:** October 27, 2026
**Author:** Jianye Wang, Kexin Zhang, Jiayin Xiong, Hao Xue
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/benchmarking-system-one-models-for-time-series-decision-making-a-case-st

arXiv:2610.33410v1 Announce Type: new Abstract: Time-series tasks require both accurate predictions and fast decisions. Advances in large models have introduced decision-oriented models that directly output answers and their probabilities, which we call Structured System 1…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.33410)

**Tags:** #arXiv

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