In this study, participants will receive gemcitabine and oxaliplatin, drugs that have been in use for a long time. Gemcitabine is a treatment that is an effective therapy currently available to patients with this type and stage of breast cancer. Frequently, in cancer therapy, combinations of drugs prove more effective as treatment than the same drugs used alone. The combination of gemcitabine and oxaliplatin has not been tested in patients with triple negative breast cancer. It is hoped that the addition of oxaliplatin may cause your tumor to stop growing or possible your tumor may shrink. This assessment will be basd on measuring changes in the size of your tumor.