Cross-Stitch So I figured the very first term in our cross-stitcher’s dictionary should be the word the dictionary is based around! What is cross-stitching? A simple search through a dictionary would give you the short-and-sweet technical answer. I pulled this definition off Dictionary.Reference.com: Cross-Stitch 1. a stitch in which pairs of diagonal stitches of the same length cross each other [...]