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Calibrating LLM-Based Population Estimates with Human Validation 12 Aug 2026
Key Idea Human validation is not only for evaluating an LLM. It can also calibrate how the LLM is used as a scalable measurement instrument for population estimation. An LLM can classify thousands of records at low cost, but the proportion it classifies as positive is not…

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