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Your JSON Is Valid but Your Data Is Wrong: Five Failure Modes LLM Structured Outputs Won’t Catch

September 1, 2026

Five failure modes that survive constrained decoding, and why your schema validator will never catch them.

The post Your JSON Is Valid but Your Data Is Wrong: Five Failure Modes LLM Structured Outputs Won’t Catch appeared first on Towards Data Science.

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