REASON proposes two-loop residual analysis for learning
The two-loop model beats the fast loop at about half the medium loop's computation, including under unseen corruptions.
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RACER: Role-Aligned Competence Estimation for Human-AI Routing
RACER estimates an unseen expert's instance-level competence to route queries between a model and a human.