Reciprocity between NJ and PA

I live in NJ, but I work in PA. My employer took out PA income taxes. I was told that because of a reciprocal agreement I should get all of that back. How does that work on Turbotax? Do I file a PA state tax return? When filing the federal tax return, there is a portion that asks for state taxes. Do I complete those portions? I could use some advice.