In the rapidly evolving field of artificial intelligence (AI) and machine learning (ML), enhancing the accuracy and computational efficiency of large models remains a critical challenge. As of 2024, there are over 100 commercial large language models worldwide, with OpenAI's ChatGPT boasting more than 500 million users. The swift development of these models is driving significant advances in AI capabilities.