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Question Answering on MMLU (4-way Zero-shot Transfer)

91.184AccuracyReinforcement Inference
91.13291.145591.15991.1725Feb 9, 2026

Evaluation results

MethodLinks
Reinforcement InferenceK (choices)=4, Entropy threshold τH (nats)=0.78, MSP threshold τMSP=0.4, Zero-shot transfer=true, Dataset size=140422026.0291.1841611
BaselineK (choices)=4, Entropy threshold τH (nats)=0.78, MSP threshold τMSP=0.4, Zero-shot transfer=true, Dataset size=140422026.0291.134——