We instantiate this intuition by using perplexity to measure the quality of a perplexity language model. Recall from page 36 that the perplexity (PP) of a model θ on an unseen test set is the inverse probability that θ assigns to the test set, normalized by the test set length. For a test set w 1:n , the perplexity is