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News/Measurement Under Selection: Decoy-Calibrated Failure Audits for Language Models
arxiv
PublishedSeptember 18, 2026 at 4:00 AM
—neutral

Measurement Under Selection: Decoy-Calibrated Failure Audits for Language Models

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arXiv:2606.09046v2 Announce Type: replace-cross Abstract: Knowing how often a language model fails does not explain where its errors concentrate. When auditors examine many explanations, the strongest observed pattern may arise by chance. We introduce Janus, a procedure for checking proposed error p

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