Manfred comments on Evidence and counterexample to positive relevance - Less Wrong
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Memorizing a book might make you more knowledgeable, but memorizing the same book twice will just make you more bored.
Similarly, acquiring new information about the world will improve your probability estimates, but acquiring the same information in two different ways will just make your equations more complicated.