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Authored an article explaining how structured outputs from LLMs can degrade response quality and create false confidence.
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Structured Outputs Create False Confidence
BoundaryMLanalysiscautiousDec 16, 2025
LLM provider structured outputs APIs degrade response quality by forcing models to prioritize output conformance over accuracy, as demonstrated by OpenAI's GPT-5.2 mishandling receipt data extraction.
“Authored an article explaining how structured outputs from LLMs can degrade response quality and create false confidence.”
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