STELLA: Guiding Large Language Models for Time Series Forecasting with Semantic Abstractions

By: Junjie Fan, Hongye Zhao, Linduo Wei, Jiayu Rao, Guijia Li, Jiaxin Yuan, Wenqi Xu, Yong Qi

Published: 2025-12-05

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Abstract

STELLA proposes a method to guide Large Language Models for improved time series forecasting by employing semantic abstractions, potentially leading to more accurate and interpretable predictions in various real-world applications.

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