Methods of dicing semiconductor wafers, each wafer having a plurality of integrated circuits, are described. In an example, a method of dicing a semiconductor wafer including a plurality of integrated circuits includes forming a water soluble mask above the semiconductor wafer, the water soluble mask covering and protecting the integrated circuits. The method also includes baking the water soluble mask to increase the etch resistance of the water soluble mask. The method also includes, subsequent to baking the water soluble mask, patterning the water soluble mask with a laser scribing process to provide a water soluble patterned mask with gaps, exposing regions of the semiconductor wafer between the integrated circuits. The method also includes plasma etching the semiconductor wafer through the gaps in the water soluble patterned mask to singulate the integrated circuits.