In fact, the problem of incompatible comparison is unfortunately very common in the RE literature (Wang, 2008;Plank and Moschitti, 2013) and we believe there is a need to tackle this increasing confusion in this line of research.
this is actually the first attempt to compare the two methods (tree kernel-based and feature-based) on the same settings.