[Plugin: Google Maps v3 Shortcode] No map displayed

I am trying to get this plugin working but there is no map displayed even when I use the basic shortcode [map].

Will it work with WordPress 3.1.1?

http://wordpress.org/extend/plugins/google-maps-v3-shortcode/