In the previous "Illuminate" trial, neoadjuvant anti-programmed death-1 (PD-1) of Toripalimab and Albumin paclitaxel /Cisplatin (TTP) therapy was used in 20 patients with locally advanced and resectable oral squamous cell carcinoma (OSCC), and the neoadjuvant therapy was well-tolerated. The major pathologic response (MPR) rate was 60% (12/20), including 30% (6/20) pathological complete response (pCR). Furthermore, the MPR might transfer to survival benefit in the patients received neoadjuvant therapy. Therefore, in this randomized trial, we aimed to compare the pathological response of neoadjuvant TTP therapy versus TPF chemotherapy in the patients with locally advanced OSCC (Illuminate-2 trial). A total of 80 patients will be enrolled in this trial, and the primary endpoint is MPR rate. The neoadjuvant TTP arm will receive two cycles of intravenous Albumin paclitaxel (260mg/ m^2), Cisplatin (75mg/ m^2) and Toripalimab (anti-PD1 inhibitor, 240 mg) on d1 and d22, followed by the standard treatment of surgery and postoperative adjuvant therapy. The neoadjuvant TPF arm will received two cycles of intravenous Docetaxel (75mg/m^2), Cisplatin (75mg/m^2) on d1 (d22), and 5-Fu(750mg/m^2/day) for 5 days (d1-5 and d22-26), followed by the standard treatment of surgery and postoperative adjuvant therapy.