Arguing and Fighting: How Can You Fix Your Spouse

My girlfriend and I fight all the time and she's always twisting things around to her side, keeping score, and she doesn't seem to trust me. There are also several other issues that we need to resolve. Any advice on how to fix her and this relationship?