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Chen served as one of the divisional commanders of the Eighth Route Army during the Sino-Japanese War. As the head of the Counter-Japanese Military and Political University in 1938, he opposed Mao's marriage to Jiang Qing. During his return to Yan'an in 1940, Chen authored a book on "A Brief History of the Eighth Route Army".