With 100 anchors the Bayesian linear corrector matches or beats the Neural-ODE flow on distribution recovery while both fix mean offset; with 1500 anchors the flow wins on MAE, Pearson correlation, and KL divergence.
Neural ordinary differential equations
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Two Ways to De-Bias an LLM-as-a-Judge: A Continuous-Score Comparison of Hierarchical Bayesian Calibration and Neural-ODE Score Transport
With 100 anchors the Bayesian linear corrector matches or beats the Neural-ODE flow on distribution recovery while both fix mean offset; with 1500 anchors the flow wins on MAE, Pearson correlation, and KL divergence.