Alt + . does the same thing as well, with the added advantage that you can keep pressing alt and then hit . several times to go through all the "last arguments" in your history one by one.
Further, holding Alt followed by numeric argument followed by dot, gives you an argument at a specific position. For example, Alt + 1, Alt + . copies the first argument.