The purpose of this study is to determine the efficacy (ability to provide a beneficial treatment of the disease) of pralatrexate for the treatment of female patients with advanced or metastatic breast cancer who have failed prior chemotherapy. Patients will receive vitamin B12 and folic acid supplementation.