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Qingren Yao

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Preprint Aug 2026

TimeSage-EV: A Live Benchmark for Agentic Time Series Analysis in Evolving Environments

TimeSage-EV is introduced, a live benchmark for agentic time series analysis in evolving environments that evaluates state identification, data summarization, and outlook reasoning, and is released as a research resource with monthly updates, code, a leaderboard, and failure-mode analyses.

Qingren Yao, Ya-Xuan Kong, Yuqi Nie et al. · 0 citations

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