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When in text insert/append mode pressing the arrow keys would insert A B C D into the document instead of moving the cursor.
The fix was found at http://ubuntuforums.org/archive/index.php/t-286963.html
In short vi-tiny was installed instead of the complete vim. Just install vim and it will be fixed.