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Preference Classification on WebGPT comparisons (test)

60.8AccuracyUMM-RM
51.02453.56256.158.638Nov 30, 2025

Evaluation results

MethodLinks
UMM-RMBackbone=TinyLlama-1.1B, Number of experts=62025.1160.8
Worst-Case OptimizationBackbone=TinyLlama-1.1B, Ensemble Strategy=ensemble RM2025.1160.6
Uncertainty-Weighted OptimizationBackbone=TinyLlama-1.1B, Ensemble Strategy=ensemble RM2025.1159.6
UMM-RMBackbone=TinyLlama-1.1B, Number of experts=42025.1158.6
UMM-RMBackbone=TinyLlama-1.1B, Number of experts=22025.1157.8
Dense RMBackbone=TinyLlama-1.1B2025.1152.2
Mean OptimizationBackbone=TinyLlama-1.1B, Ensemble Strategy=ensemble RM2025.1151.4