Tapered silicon spot-size converters are widely used for coupling light between fibers and silicon waveguides in silicon-based optical interconnection. In this paper, the latest progresses of tapered spot-size converter are reviewed, and several kinds of novel spot-size converter are introduced from the aspects of structure, performance and fabrication process. Several factors affecting the coupling efficiency are analyzed, as well as the possibilities for further improvement on the coupling efficiency are discussed.