GNU Emacs is a powerful, highly customizable text editor suitable for advanced users and programming, while gedit is a simpler, user-friendly editor ideal for basic text editing tasks. Emacs offers extensive features and a steep learning curve, whereas gedit focuses on ease of use and lightweight performance.