Thanks for the suggestions, everyone. Toothpaste and window cleaner didn't help
I suppose I could try sliver polish, but removing the plates is far too much hassle and so I'm just going to give up. I appreciate everyone's help.

The slow speeds were starting to stick on mine too, but removing and cleaning the slow-speed escapement fixed that.