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Conditional Likelihood Estimation on GPQA

30.4AccuracyLLaMA-3-8B
19.89622.62325.3528.077Mar 3, 2026

Evaluation results

MethodLinks
LLaMA-3-8BEstimation method=probability2026.0330.41
LLaDA-Instruct-8BEstimation method=DiSE2026.0330.11
LLaDA-1.5-8BEstimation method=DiSE2026.0329.91
LLaDA-Instruct-8BEstimation method=MC, Nmc=322026.0328.632
LLaDA-1.5-8BEstimation method=MC, Nmc=322026.0327.532
LLaDA-Instruct-8BEstimation method=MC, Nmc=12026.0321.21
LLaDA-1.5-8BEstimation method=MC, Nmc=12026.0320.31