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What Two Gates Buy You: Selective-Risk Guarantees and the Non-Identifiability of Abstention Cascades — Product Laws, Error Diversity, and Why Unlabeled Logs Can Certify Coverage but Never Risk
selective classification, abstention, reject option, cascade, selective risk, coverage, non-identifiability, audit
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