Indeed Engineering Blog

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      "title": "Blog - Indeed Engineering Blog",
      "content": "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 necessarily the true proportion in the population. By combining large-scale LLM classification with a smaller human-validated sample, we"
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      "title": "Blog - Indeed Engineering Blog",
      "content": "Skip to Main Content Toggle navigation Tech Talks Work at Indeed Calibrating LLM-Based Population Estimates with Human Validation Posted on August 11, 2026 by Hiroshi Urata Key Idea Human validation is not only for evaluating an LLM. It can also calibrate how the LLM is used as a scalable measuremen"
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      "title": "Blog - Indeed Engineering Blog",
      "content": "Skip to Main Content Toggle navigation Tech Talks Work at Indeed Calibrating LLM-Based Population Estimates with Human Validation Posted on August 11, 2026 by Hiroshi Urata Key Idea Human validation is not only for evaluating an LLM. It can also calibrate how the LLM is used as a scalable measuremen"
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      "title": "Blog - Indeed Engineering Blog",
      "content": "Skip to Main Content Toggle navigation Tech Talks Work at Indeed Calibrating LLM-Based Population Estimates with Human Validation Posted on August 11, 2026 by Hiroshi Urata Key Idea Human validation is not only for evaluating an LLM. It can also calibrate how the LLM is used as a scalable measuremen"
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