The second and third are good but the one to use would depend on whether it is happening now(second) or has already happened(third). You would use the first one if you were talking about cake in general.

It is happening now (mid-action). So present continuous - It's sticking to the roof of my mouth. https://www.ego4u.com/images/grammar/present-progressive-1.en.png