At least in zsh, there are also !:1 for the first argument, et cetera with the rest of natural numbers, and something like !:* for all the arguments without the command.

The generic form is !n:m for n-th last command line and m-th argument, with an omitted n being a shortcut for the last line.

Not sure if all of this works the same in bash.