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News/Rating the Pitch, Not the Product: User Evaluations of LLMs Reflect Expectations More Than Performance
arxiv
PublishedSeptember 1, 2026 at 4:00 AM

Rating the Pitch, Not the Product: User Evaluations of LLMs Reflect Expectations More Than Performance

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arXiv:2607.05113v2 Announce Type: replace Abstract: Imagine two users interact with the same LLM. One has been told it is the cutting-edge flagship model; the other, an older, weaker model. They walk away with markedly different ratings of its usefulness and intelligence, yet they used the same mode

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