Packaged mochi generally does not need to be refrigerated, although some varieties may benefit from chilling in order to maintain their shape. Mochi is a type of rice cake that is usually filled with sweetened glutinous rice and usually shaped into a ball. It can be enjoyed fresh or stored in the refrigerator for later.