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This chapter contains sections titled: Sheep, Goats, and Digits, The Accurate Definition of Accuracy, Digit Wars, The Age of the DARPA Evaluations, The Kai-Fu Effect, Flying from New York to Denver, Searching for the Right Metrics, Mad Cows in the Speech Understanding Field, The Principles of Interpretation, Statistics ... Again