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API Discussion: GPT-5.4 Extraction & Judge Loop Dropping Output Consistency from 85% to less than 62%

This story is from 2026-08-22. It is preserved in the archive; the latest stories are on the live feed.

Looking for architecture and reliability advice regarding structured extraction and evaluation loops with the OpenAI API. Background & Setup: Models: GPT-5.4 for extraction and a separate GPT-5.4 instance as the LLM judge. Hyperparameters: Running on default settings yielded very low consistency le…

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Timeline · 2 reports

  1. 2026-08-22 04:32 · r/huggingface
    API Discussion: GPT-5.4 Extraction & Judge Loop Dropping Output Consistency from 85% to less than 62%
  2. 2026-08-22 04:31 · r/OpenAI
    API Discussion: GPT-5.4 Extraction & Judge Loop Dropping Output Consistency from 85% to less than 62%

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