This randomized phase IIB trial studies imatinib mesylate at two different doses and dasatinib to see how well they work in treating patients with previously untreated chronic phase chronic myelogenous leukemia. Imatinib mesylate or dasatinib may stop the growth of cancer cells by blocking some of the enzymes needed for cell growth.