You can, but it's not a guarantee that they will actually show up! That happenned to us last year when we took a taxi from BWV to Queen Mary Shrine. I asked the driver if he could return in one hour and he said he would. Well, we were stranded for 30 minutes waiting for a new taxi to arrive (in the rain, no less). So, just make sure you have the phone number with you of the taxi co.