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Larks comments on The prior of a hypothesis does not depend on its complexity - Less Wrong
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Consider that the complexity of "A and B" is a lot less than "(A and B) or (A and C) or (A and D)", but P(A and B) < P((A and B) or (A and C) or (A and D))