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Assuming that your using a natural logarithm to compute the cross-entropy, you would actually use e^cross-entropy. This is far more common in my experience.
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Compute the Perplexity
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Assuming that your using a natural logarithm to compute the cross-entropy, you would actually use e^cross-entropy. This is far more common in my experience.