A slurry for polishing a carbon-containing silicon oxide, the slurry containing abrasive grains and a liquid medium, in which the abrasive grains include first particles and second particles in contact with the first particles, a particle size of the second particles is smaller than a particle size of the first particles, the first particles contain cerium oxide, and the second particles contain a cerium compound.