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Measuring all the noises of LLM Evals

Wang, Sida I.
arXiv (All) · Papers
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computation-and-language
Applying well-established statistical methods effectively to LLM evals requires consideration of model correlations and prediction noises. Leading evals often ignore data noise, have low statistical power, or make unnecessary trade-offs. We define and measure three types of noise: 1) prediction nois
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