Presents TS-Skill benchmark and SKEvol construction framework to diagnose three composable analytical skills in time-series QA across LLMs and TSLMs.
MMTS-BENCH: A Comprehensive Benchmark for Time Series Under- standing and Reasoning.arXiv preprint arXiv:2602.08588, 2026
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AION is a time series harness using agents, skills, rules, memory, evaluation, and protocols with temporal grounding, shown in a Kaggle Store Sales case study to produce more artifacts and reviews than direct agent use.
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TS-Skill: A Benchmark for Evaluating Analytical Skills in Time-Series Question Answering
Presents TS-Skill benchmark and SKEvol construction framework to diagnose three composable analytical skills in time-series QA across LLMs and TSLMs.
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AION: Next-Generation Tasks and Practical Harness for Time Series
AION is a time series harness using agents, skills, rules, memory, evaluation, and protocols with temporal grounding, shown in a Kaggle Store Sales case study to produce more artifacts and reviews than direct agent use.