arXiv cs.CLPaper
Regime-Conditional Verification: Correctness Estimation for Adapting and Monitoring Safety Classifiers
This solves a real deployment problem: your safety classifier was trained on the model vendor's policy, but you need it to enforce yours. RCV makes that retrofit work without the cost of retraining, and also detects when the classifier's accuracy is drifting in production. If you're shipping an LLM with custom safety needs, this is a concrete technique to evaluate.