Mathematical Reasoning on MATH (Accuracy, TPF, AUP)
48.7AccuracyFast-dLLM-v2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Fast-dLLM-v2Backbone=Dream2026.05 | 48.7 | 2.61 | 126.7 | |
| TAD-QBackbone=Dream, Configuration=Quality2026.05 | 42.8 | 3.96 | 144.2 | |
| TAD-QBackbone=LLaDA, Configuration=Quality2026.05 | 42.7 | 4.49 | 190.4 | |
| TAD-SBackbone=Dream, Configuration=Speed2026.05 | 41.3 | 5.3 | 161.3 | |
| TAD-SBackbone=LLaDA, Configuration=Speed2026.05 | 40.4 | 5.17 | 191 | |
| DreamBackbone=Dream2026.05 | 39.6 | 1 | 39.6 | |
| dParallelBackbone=Dream2026.05 | 38.7 | 2.94 | 77.9 | |
| Fast-dLLMBackbone=Dream2026.05 | 38.3 | 1.78 | 55.2 | |
| d3LLMBackbone=Dream2026.05 | 38.2 | 3.92 | 97.5 | |
| LLaDABackbone=LLaDA-Instruct2026.05 | 32.2 | 1 | 32.2 | |
| Fast-dLLMBackbone=LLaDA2026.05 | 30.8 | 1.97 | 45.7 | |
| d3LLMBackbone=LLaDA2026.05 | 30.4 | 5.74 | 100.1 | |
| dParallelBackbone=LLaDA2026.05 | 30.2 | 3.17 | 61.3 | |
| D2FBackbone=LLaDA2026.05 | 28.7 | 2.38 | 47.2 |