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

arXiv:2608.14089v3 Announce Type: replace 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 d