The correlation between the actual and predicted cross-entropy on the evaluation data is 0.9997; the mean absolute prediction error is 0.030 nats; the RMSE is 0.043 nats; and the maximum absolute error is 0.166 nats.
on average we can predict test performance to within 3% in perplexity, though in the worst case we may be off by as much as 18%.