Gmail made some changes to "Priority Inbox," starting today, when you hover over an importance markeryou'll see a short explanation (e.g. "important because you marked it as important" or "Important mainly because of the people in the conversation.").
Also, that it's now much more responsive to your manual corrections.
If you have more ideas for improvements, please share them on product ideas page or just vote on ideas that others suggest.