CustomPress post type not using single-template

I'm using the CustomPress plugin and have a custom post type called directory_entry. I have created the php template called "single-directory_entry.php" however whenever one of these post types is viewed it's using index.php instead of single-directory_entry.php like I would expect. How do I resolve this issue?