Mathematical Reasoning on MATH500 (Accuracy, NFE, T/F)
37.2AccuracyFast-dLLM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Fast-dLLMGeneration length=256, Block size=322025.12 | 37.2 | 77.12 | 3.22 | |
| dUltra-codingGeneration length=256, Block size=32, Planner=Enabled2025.12 | 35.64 | 33.39 | 6.72 | |
| dUltra-mathGeneration length=256, Block size=32, Planner=Enabled2025.12 | 35.52 | 33.2 | 7.03 | |
| dUltra-math (w/o planner)Generation length=256, Block size=32, Planner=Disabled2025.12 | 34 | 24.67 | 9.45 | |
| d3LLMGeneration length=256, Block size=322025.12 | 32.6 | 32.04 | 6.81 | |
| dUltra-coding (w/o planner)Generation length=256, Block size=32, Planner=Disabled2025.12 | 32.6 | 22.49 | 9.89 | |
| dParallelGeneration length=256, Block size=322025.12 | 31.8 | 35.21 | 5.32 |