You can’t have an arbitrary list of words that count, precisely because most people won’t memorise the dictionary. They’ll just play words they know exist. And if a dispute arises they’ll likely consult a proper dictionary because who has the Scrabble dictionary to hand?
Its primary purpose is to list all the permissible two letter words because that’s where the desperation and disputes arise.