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Mathematical Reasoning on MATH500 (Accuracy, NFE, T/F)

37.2AccuracyFast-dLLM
31.58433.04234.535.958Dec 24, 2025

Evaluation results

MethodLinks
Fast-dLLMGeneration length=256, Block size=322025.1237.277.123.22
dUltra-codingGeneration length=256, Block size=32, Planner=Enabled2025.1235.6433.396.72
dUltra-mathGeneration length=256, Block size=32, Planner=Enabled2025.1235.5233.27.03
dUltra-math (w/o planner)Generation length=256, Block size=32, Planner=Disabled2025.123424.679.45
d3LLMGeneration length=256, Block size=322025.1232.632.046.81
dUltra-coding (w/o planner)Generation length=256, Block size=32, Planner=Disabled2025.1232.622.499.89
dParallelGeneration length=256, Block size=322025.1231.835.215.32