“The scientificity of the evaluation system for graduate innovation capability is crucial in the field of technological innovation. Experts have analyzed the shortcomings of existing evaluation methods and proposed that artificial intelligence technology can effectively improve the objectivity, accuracy, and efficiency of evaluation, laying the foundation for future development trends and application prospects.”