Starch heavily. BEFORE cutting is best, but you can use spray starch on the ones you've cut and an up down press. It's pretty odd that they are fraying that much. Cutting as close as possible to the grain of the fabric also helps (unless you are cutting around a motif). Is your fabric cotton or a blend? Blends tend to fray more for me. Homespun also will fray more.