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Calibrate-Then-Delegate: Safety Monitoring with Risk and Budget Guarantees via Model Cascades
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
Research introduces Calibrate-Then-Delegate (CTD), a model-cascade approach for LLM safety monitoring that uses a cheaper model to screen and delegates hard cases to an expert, optimizing for cost and accuracy.
Open sourceOneBench interpretation
Institutional assessment
So what
This research directly informs the architectural decisions for scalable and cost-effective LLM safety and risk monitoring within G-SIB production environments, moving beyond simple uncertainty-based delegation.
Do what
This approach offers a blueprint for optimizing the cost-accuracy trade-off in your enterprise LLM deployments, particularly for sensitive applications requiring multiple layers of scrutiny.