Recently, Xiaomi Auto Technology Co., Ltd. has been officially granted a patent for a method and corresponding device, named "Generating Evaluation Reports on Autonomous Driving Algorithms". This patent falls within the cutting-edge domains of autonomous driving and artificial intelligence. The innovative method detailed in the patent involves a series of steps: initially, it acquires evaluation data produced by a primary self-driving algorithm. Subsequently, it identifies target prompts based on this data and/or the specific type of algorithm employed. Finally, these target prompts and the evaluation data are fed into a pre-established large language model, which then generates a comprehensive evaluation report. This technique not only simplifies the process and reduces the expenses associated with creating evaluation reports but also enhances the efficiency of report generation and elevates the overall quality of the reports.