The article discusses how a new machine translation system that focuses on translating short phrases from Chinese to English is more effective than traditional word-based methods. By using this approach, the system improves translation accuracy and efficiency. The researchers found that adjusting the translation probability table can further enhance the system's performance. Overall, this automatic machine translation system saves time and effort in translation tasks, making it a valuable tool for language processing and corpus linguistics development.