WordPress comes with the ability to delete all spam comments, but not all the comment types you may want to delete all at once as a batch. This process can be simplified by using phpMyAdmin to execute SQL queries that complete the job quickly, and without the memory overhead WordPress can create when it attempts to process a large number of comments.
Thanks Todd!