No, spectacular is not the word.
I agree that the romance between Anakin and Padme is important, but their scenes are so crap and unromantic that it doesn't work as a romance. Even John williams great theme can't save the clumsiness of it all. Why an overly politically correct and super just senator would fall in love with a whiny, arrogant, complaining little brat like Anakin is beyond me. Add the horrible Shaak scene and the terrible fireplace scene and it all sucks.
The romance works only in one place: right before the ride into the arena to be executed. Well, for that brief moment I don't need a pointless film like AOTC.