What are average Perplexity values for sentences?

I am using Flair to calculate perplexity for sentences I generate (on the One Billion Words language model) and get very low values like 4 or 5.

I thought typical perplexity values are 20+ all the way to 100+ for less fluent sentences. Is there something I am overlooking? I assume the Flair code is correct lol