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Why Self-Correction Loops Can Degrade Reliability in LLM Pipelines (85% Down to 62%)

In structured data extraction, adding an LLM-as-a-judge self-correction loop is often expected to improve accuracy. In practice, our pipeline showed the opposite: standalone extraction scored ~85% consistency, but introd

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