This has nothing to do with yield strength, which is relevant only where the materials "yields" or plastifies. This is just linear elastic beam bending theory - you have two different beam cross sections in either case with two different moments of inertia. See also my other comment:
https://news.ycombinator.com/item?id=8276173
You could fold a piece of fabric like you do the pizza, and it will not keep its shape.