I would rephrase #1 and #2 slightly (from an American point of view anyway):
1. We have to go back the (same) way we *came* from. - I'd add "same" if these were navigational directions, like in a car
2. Korea is the country *with* the lowest birth rate in the world.
3. Korea has the highest suicide rate in the world. - Fine.