["📊 Evaluation System of Large Models: The current evaluation system for large models has issues such as open-source datasets that can be manipulated, fairness problems arising from closed evaluation datasets, and evaluation metrics that are not sufficiently scientific and comprehensive.", "💡 Trend of Large Model Applications: The article mentions that large models have evolved from model-level development to innovation at the application level.", "🔎 Commercialization Issues of Large Models: For large model teams, achieving commercialization is far more important than rankings and parameters." ]