The rise of Large Language Models (LLMs) represents not only a revolution in the field of Natural Language Processing (NLP) but also has a disruptive impact on the financial sector, which heavily relies on information processing and decision-making optimization. Traditional quantitative trading strategies often fail when faced with shifting market regimes and nonlinear dynamics. ...