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most citedConfidence Under the Hood: An Investigation into the Confidence-Probability Alignment in Large Language Models

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cs.CL2026

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

Robert Morabito, Tyler McDonald, Charitra Viswanath +4

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 rat…