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Place the eggs in a single layer in a large pot and cover with cold water by about an inch. Bring to a boil over medium-high heat. Once boiling, cover, remove from heat, and let sit for 12 minutes.
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While the eggs cook, prepare an ice bath in a large bowl. When the 12 minutes are up, transfer the eggs immediately to the ice bath. Let them cool completely, about 15 minutes.
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Peel the eggs carefully and slice each one in half lengthwise. Gently scoop the yolks into a medium bowl. Arrange the whites on a serving plate.
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Mash the yolks with a fork until smooth. Add the mayonnaise, mustard, and vinegar. Mix until light and fluffy. Season with salt and pepper to taste. Stir in the pickle relish if using.
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Spoon or pipe the filling into each egg white half, dividing evenly among the 24 halves.
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Sprinkle with paprika just before serving. Keep refrigerated until ready to serve.