No, my understanding is that Twitter has a "bucket" of the latest 3600 tweets you've posted / liked. This bucket is faster than their database to query, so once you empty the bucket, the API returns no result, and the bucket is never "refilled" from the database.
Those are not technical terms, sorry, but this is how I currently understand it so it might help you too?