If you add a slash to the end, it'll always treat it as a domain. eg. "cheese/".

I did see someone from Google ask if it'd be useful if after the first time, when Google knows it's a valid domain, it should just go there directly (even without the slash). Everyone said yes, but it doesn't seem like it was ever implemented!