RobinZ comments on The Useful Idea of Truth - Less Wrong
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I think I was unclear. What I was considering was along the following lines:
What occurred to me just now, as I wrote out the example, is the idea of simplicity. If you penalize models that add complexity without addition of practical value, the professor's list will be rapidly cut from almost any model more general than "what answer will receive a good grade on this professor's tests?"