StockTime represents a paradigm shift in applying Large Language Models (LLMs) to financial time series prediction. Unlike existing Financial LLMs (FinLLMs) that focus primarily on textual analysis and interpretation, StockTime is specifically designed for stock price time series data. The framework leverages the natural ability of LLMs to predict the next token by treating stock prices as consecutive tokens, while extracting textual information such as stock correlations, statistical trends, and timestamps directly from the stock price data itself. …