The Archbishop of Paris , Michel Aupetit , leads the celebration of this evening’s Mass of the Lord’s Supper in the Church of Saint-Sulpice , which is on the east side of Place Saint-Sulpice , and is only slightly smaller than Notre-Dame and thus the second largest church in Paris .