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Regime-Conditional Verification: Correctness Estimation for Adapting and Monitoring Safety Classifiers

#Regime-Conditional #Verification #Correctness #Estimation #Adapting

arXiv:2608.14089v1 Announce Type: cross Abstract: Safety classifiers deployed with large language models often fail for two reasons: their decisions reflect the policy learned during training rather than the deployer's desired policy, and their performance degrades as deployment traffic evolves. We…