You can't. It's a bug in Geeklog which will hopefully be fixed soon.
If you have a ton of articles and don't want to edit all of them, you could try the following:
1) Backup your database
2) Open up the backup file in a text editor
3) Do a search and replace, replacing all instances of your old domain with your new one.
4) Import the altered database
5) Pray
Hopefully that will work!