REST request editor doesn't accept spaces

I'm using soapUI 3.6.1. I need to create a REST query string which reads: Filter=WKREQ%20WHERE%20AutoNumber='61810' If I enter in the request editor: WKREQ WHERE AutoNumber='61810' ...