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I had a similar experiencing when reading it, and now I'm wondering if there is a way to use a language model like GPT-3 to measure how unlikely a given string of words is, relative to other headlines.

I don't think you need something that heavyweight to do this (although maybe for an entire headline). Amazon has had the "Statistically Improbable Phrases" feature for books for quite a while now.

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