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

This story is from 2026-09-04. It is preserved in the archive; the latest stories are on the live feed.

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, t…

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  1. 2026-09-04 06:53 · r/MachineLearning
    How many repeated LLM queries are enough? Testing a pilot-based reliability protocol [R]

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