Liu fought in the Second Sino-Japanese War, Chinese Civil War and Korean War. He was a member of the 9th Central Committee of the Communist Party of China and a delegate to the 8th National People's Congress. In 1964, he was promoted to major general. He was Ambassador of China to Albania from 1971 to 1976.