This paper proposes an innovative method integrating Event Stream GPT (ESGPT) continuous event modeling with a News-driven forecasting framework (News-to-Forecast, N2F) to systematically explore the prediction of Crypto-Only (CO) indicators. By unifying event representation, multimodal fusion, and explainable prediction mechanisms, a cross-modal prediction framework is constructed.1. IntroductionCO indicators, as multi-dimensional measurement tools integrating price, volume, and commu...