The In App Purchase Programming guide suggests to store receipts/info about purchases in application preferences, even mentions that it's ok to suggest to users to backup their devices after the purchase so they wont lose their purchases. So going by that I think that they are deleted.
Be sure to check out the guide in the documentation, it has a lot of good info.
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