I talked to a man who does watch repairs, who showed me what he uses.
So, jeweler's rouge with a soft polishing bob is what I use.
Lots of info here: http://www.pjtool.com/jewelers-rouge-chart.aspx
Chart shows a variety of abrasiveness. Use the furthest to the right end that does the job. The "jeweler's rouge" is usually your best choice.