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General Language Understanding on MMLU (Average accepted length (m), Accuracy)

7.576Average Accepted Length (m)SelfJudge
5.591686.106846.6227.13716Sep 26, 2025

Evaluation results

MethodLinks
SelfJudgeTarget model=Llama-3.1-70B, Draft model=Llama-3.1-8B, Threshold (theta)=0.52025.097.57677.2
SelfJudge-FTarget model=Llama-3.1-70B, Draft model=Llama-3.1-8B, Threshold (theta)=0.382025.096.95579.8
SelfJudge-RTarget model=Llama-3.1-70B, Draft model=Llama-3.1-8B, Threshold (theta)=0.282025.096.26281.4
SDTarget model=Llama-3.1-70B, Draft model=Llama-3.1-8B2025.095.66880.6