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. Production systems gain more reliability by replacing…
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