The ability to explain the code, and extract higher level understanding. Disassembling into raw instructions is the most trivial part of reverse engineering an application. Hence "and explain what they appear to be doing" bit.
For the pieces I've tested, it often recognises the source language, and could give ideas about what the code was for and what it did.
