The document compares two text editors, vi and gedit. Vi is a lightweight, universally available editor on Unix systems known for its stability, speed, and powerful command capabilities, while gedit is a simple GUI-based editor with syntax highlighting and plugins but limited customizability and performance with large files. Each editor has its strengths and ideal use cases depending on user needs.