Raw sweet potatoes don't keep as long as regular potatoes. If kept in a cool, dry location (like a pantry or cellar) you can store raw sweet potatoes for about 2 weeks. After that, they might start to soften and rot. Don't store raw sweet potatoes in the refrigerator.