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Perplexity depends on the vocabulary and is sensitive to preprocessing which could skew the results presented here. This is a common problem. See the following reference:

Unigram-Normalized Perplexity as a Language Model Performance Measure with Different Vocabulary Sizes Jihyeon Roha, Sang-Hoon Ohb, Soo-Young Lee, 2020