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StatPrompt-LLM: A Lightweight Statistical Refinement for Foundation-Style Time-Series Forecasting
Not provided in the abstract
time-series forecastingstatistical refinementautoregressive models
2611.12974
Builder Relevance
8h ago70%
Abstract
StatPrompt-LLM proposes a lightweight statistical refinement to enhance time-series forecasting using foundation-style models.
Reality Card
Core Claim
StatPrompt-LLM achieved a 40.2% reduction in MSE and a 21.4% reduction in MAE under the 10% reduced-prefix configuration compared to Time-LLM.
Method / Result
40.2% reduction in MSE under the 10% reduced-prefix configuration.
Limitations
Additional model parameters and runtime overhead may affect reproducibility and efficiency.
Paper to code
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