Indeed it says However, GNU `sleep' accepts arbitrary floating point numbers. *Note Floating point::.
Alas "infinity" doesn't sound like an arbitrary floating point number. So maybe it should say arbitrary floating point numbers and "infinity", else some people will give up instead of following the link. But OK I am old fashioned.