Yes. Because the icon is an image file. It would be easy enough to edit the image file to add the text although it would be very small and hard to read. But the user can change the shortcut key strokes. Then the text on the button would be invalid.
There are some tools that will generate a list of keyboard shortcuts. You could print the list and keep it next to your computer.