Yes, they absolutely will. Especially since you typed it yourself and it wasn't one of their agents doing over the phone.

If it would have been the first name, I would not even consider trying to correct it. For the surname.... well... is it a flight within the Schengen area or do you have to exit/enter Schengen area, worst case even have some transatlantic segment or so?