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Text-based installation is basically the Server Core installation mode where you install the server using powershell meaning that you have to install it using the command line.
Whereas the GUI installation of a windows server means that you have graphical interfaces during the whole installation process, not requiring you to remember any commands for installation, meaning that the whole installation can be done in the GUI Mode.
