A water-soluble polymer is effective as a removal rate enhancer in a chemical mechanical polishing slurry to polish copper on semiconductor wafers or other copper laid structures, while keeping the etching rate low. The slurry may also include soft particles and certain metal chelating agents, or combinations thereof. The slurry can also comprise an abrasive particle, an organic acid, and an oxidizer.