Would modern day military be able to kill prehistoric animals?

Considering the types of weapons the military has that we don't know about, I'd say there is a good chance we could take on a mastodon and certain dinosaurs without much trouble. Some dinosaurs that might give us trouble are the Tyrannosaurus Rex (and similar) and any armored Herbivore with attitude.