Preheat the oven to 350 F. In a large bowl, whisk together cake mix, eggs, and vegetable oil until smooth.
Fold in chocolate chips and marshmallow bits. Using a cookie scoop, place the cookie dough onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes.
Place one chocolate kiss on each cookie.