This phase II trial studies the side effects and how well sunitinib malate works in treating patients with cervical cancer which cannot be cured by standard therapy. Sunitinib malate may stop the growth of cervical cancer by blocking some of the enzymes needed for cell growth and by blocking blood flow to the tumor.