In recent years, as a novel mid-infrared photonic crystal fiber (PCF), chalcogenide glass PCFs have attracted much attention. We summarize the properties of chalcogenide glass PCF and its research progress, especially the nonlinear optical effect and its applications. The methods to improve and measure the nonlinear coefficient are also introduced. Finally, the development prospects are disscussed.