This study looks at the use of three cycles of chemotherapy given prior to radiation therapy in patients with cancer of the oral cavity and evidence of prior exposure to Human Papilloma Virus (HPV). Patients with cancer of the oral cavity who have evidence of exposure to HPV have a better prognosis than those who do not have such evidence of exposure to HPV. The main hypothesis of this study is that using three cycles of chemotherapy prior to embarking on radiation therapy will allow the use of reduced doses of radiation therapy and, therefore, less radiation induced side-effects. The primary objective is to determine the activity of this pre-radiation chemotherapy strategy along with reduced dose levels of radiation with or without chemotherapy during the radiation phase. The effectiveness of the strategy will be assessed at three months following the completion of the radiation therapy phase and also at two years following completion of the radiation therapy.