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Article: LLM Reliability Layers Under Test: Accuracy, Yield, and the Limits of Verification

Verification layers sort outputs by trust rather than fixing errors. In a benchmark of six reliability layers, voting and self-correction failed to recover accuracy - they only withheld doubtful records.

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