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How many repeated LLM queries are enough? Testing a pilot-based reliability protocol [R]

Via r/MachineLearning
Friday, Sep 4, 2026 · 6:53AM
Summary

I’m the author of a new preprint on repeated-query auditing of LLM brand recommendations, and the founder of Rankfor.AI. The practical question: how many times should we repeat a prompt before comparing results? The paper applies generalizability theory: estimate variance components from a pilot, th

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