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The Dice Roll Method: A Standardized Protocol for Measuring Stochastic Bias in Large Language Model Outputs
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The Dice Roll Method: A Standardized Protocol for Measuring Stochastic Bias in Large Language Model Outputs
Researchers increasingly use repeated identical prompts to measure stochastic bias in large language model (LLM) outputs, yet no standardized protocol exists for determining adequate iteration counts, selecting appropriate stability metrics, or establishing reliability thresholds. This paper form...
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