Resetting password – link gives error

I have recently tried logging into my blog as the admin, and forgot or mistakeningly enetered a wrong password.

Having requested the password, I follow the link sent and get a message ‘ Sorry, that key doesn’t appear to be valid’

How do I get a new password?