Mathematical Reasoning on MATH (Accuracy, Latency, NFE)
2.2Latency (s)BlockBatch
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BlockBatchModel=Dream-Base-7B2026.05 | 2.2 | 92.8 | 39.44 | |
| BlockBatchModel=LLaDA-Instruct-8B2026.05 | 2.4 | 80.4 | 37.2 | |
| Fast-dLLMModel=Dream-Base-7B2026.05 | 2.5 | 121.9 | 39.34 | |
| LocalLeapModel=LLaDA-Instruct-8B2026.05 | 2.8 | 85.3 | 32.18 | |
| Fast-dLLMModel=LLaDA-Instruct-8B2026.05 | 3.3 | 107.8 | 37.12 | |
| LocalLeapModel=Dream-Base-7B2026.05 | 3.3 | 92.8 | 37.98 | |
| BlockBatchModel=LLaDA-1.5-8B2026.05 | 3.4 | 77.6 | 32.24 | |
| LocalLeapModel=LLaDA-1.5-8B2026.05 | 3.6 | 80.3 | 31.74 | |
| Fast-dLLMModel=LLaDA-1.5-8B2026.05 | 5.5 | 104.4 | 33.2 | |
| VanillaModel=Dream-Base-7B2026.05 | 8.1 | 256 | 40.1 | |
| VanillaModel=LLaDA-1.5-8B2026.05 | 9.04 | 256 | 34.78 | |
| VanillaModel=LLaDA-Instruct-8B2026.05 | 9.7 | 256 | 40.14 |