This trial will compare the efficacy and toxicity of standard first-line chemotherapy alone vs. standard chemotherapy plus sorafenib in patients with stage III/IV ovarian cancer following cytoreductive surgery. Patients with residual large volume disease and/or bowel involvement will be excluded, to minimize the risk of bowel perforation.