It does not need to be (quite the opposite, it needs to be great when the model performs badly). The log of things between 0 and 1 is negative, so we take the opposite to make it positive.
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It does not need to be (quite the opposite, it needs to be great when the model performs badly). The log of things between 0 and 1 is negative, so we take the opposite to make it positive.