The present invention discloses a chemical mechanical polishing slurry, and the chemical mechanical polishing slurry comprises silica abrasive particles and accelerating agents, wherein the accelerating agents are selected from pyridine compound, piperidine compound, pyrrolidine compound or pyrrole compound and their derivatives, which have one or more carboxyl groups, and pyrimidine compound and its derivatives, which have one or more amino groups. The chemical mechanical polishing slurry can simultaneously increase the removal rate of both silicon nitride and polysilicon.