We find that LLMs consistently prefer resumes generated by themselves over those written by humans or produced by alternative models, even when content quality is controlled.

Horrifying.

arxiv.org/abs/2509.00462

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@mttaggart

"The bias against human-written resumes is particularly substantial, with self-preference bias ranging from 67% to 82% across major commercial and open-source models."

Horrifying, indeed.

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