Shypd.aiThe largest open index of AI toolsTime-LLM is a Data & Analytics tool that provides time series forecasting by reprogramming large language models. It offers an official implementation for time series analysis and prediction using LLMs.
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Time-LLM is an official implementation of a reprogramming framework designed to repurpose Large Language Models (LLMs) for general time series forecasting, while keeping the backbone language models intact. It posits that time series analysis can be effectively treated as a language task for off-the-shelf LLMs. The framework consists of two main components: reprogramming input time series into text prototype representations suitable for LLMs, and augmenting input context with declarative prompts, including domain expert knowledge and task instructions, to guide LLM reasoning. The tool supports various LLMs, including Llama-7B, GPT-2, and BERT, and has been adopted for solar, wind, and weather forecasting by XiMou Optimization Technology Co., Ltd. (XMO).
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