This is part of why it's important to fight against all bad arguments everywhere, not just bad arguments on the other side.
Another interpretation: Try to figure out which side has more intelligent defenders and control for that when evaluating arguments. (On the other hand, the fact that all the smart people seem to believe X should probably be seen as evidence too...)
Yes, argument screens off authority, but that assumes that you're in a universe where it's possible to know everything and think of everything, I suspect. If one side is much more creative about coming up with clever arguments in support of itself (much better than you), who should you believe if the clever side also has all the best arguments?
Happy New Year! Here's the latest and greatest installment of rationality quotes. Remember: