In Commerece 2.x can address be selected in the country's official language?
Country and subdivision translations are selected based on the current language. If your site language is "zh" you should be seeing the local labels. 

For non-native languages the latin script alternative is shown for readability. If this is not working as I described, you can open an issue in the address issue queue.