The traditional examples look sturdier and heavier. The brick bridge looks overbuilt and hence safer.
The examples where arch students gave higher scores, like with that god awful-looking house, I don't have an answer to. Maybe they had terrible taste. Just because you are a student of architecture it does not mean you have good taste or how to build beautiful things that evoke a specific emotion.