I'm merely a sighted user here, but I can personally attest that when you've mastered touch-typing, you can tell when you make a mistake and correct it without needing to look at the screen. It is a bit of an eerie feeling the first time you do it.

Full disclosure: I touch-typed this reply, and I made five mistakes when doing so, and fixed all of them without looking at the screen.