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Compute-normalised evaluation

1 open-access journal article on compute-normalised evaluation, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

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Perspectives Without Independence: Multi-Agent and Multi-Persona Reasoning Under Compute-Normalised Comparison, Why the Gains That Survive Are Not the Ones Diversity Predicts, and the Controls That Would Tell Them Apart

Multi-agent debate, multi-persona prompting and related schemes are usually justified by diversity of viewpoint: several perspectives err differently, so their combination is more reliable than any one of them. That justification is a claim about independent errors, and a scheme that samples all…

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