中英聯合聲明
Chen published an autobiography "China Called Me: My Life Inside the Chinese Revolution" in 1979. In his later life, he was made the member of the 6th Chinese People's Political Consultative Conference (CPPCC). He was invited to witness the signing of the Sino-British Joint Declaration in December 1984. He died in 1989.