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Large Language ModelsAI Safety & Alignmentr/MachineLearningPublished: Sep 4, 2026, 16:00 JST

LLM repeat-query count: new reliability protocol tested

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LLM repeat-query count: new reliability protocol tested

The author of a new preprint and founder of Rankfor.AI tested a reliability protocol for repeated LLM queries, using generalizability theory to estimate repeat counts. Across 39 prediction cells, 37 met the replication criterion and two were partial matches.

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