Coming up with desserts that can be described as "colossal" is a proud American tradition.
(lemmy.world)
It's already a modification to the word to describe something smaller (a cake baked in a cup), so going back the other way seems like a redundancy.
Like a giant pygmy hippo.
With your knife/sword example, maybe the best analogy is describing the shortest longsword.