Presents TS-Skill benchmark and SKEvol construction framework to diagnose three composable analytical skills in time-series QA across LLMs and TSLMs.
STL: A Seasonal-Trend Decomposition Procedure Based on Loess.Journal of Official Statistics, 6:3–73, 1990
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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.