Mathematical Reasoning on GSM8K (Latency, NFE, Accuracy)
2.3Latency (s)LocalLeap
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LocalLeapModel=LLaDA-Instruct-8B2026.05 | 2.3 | 64.4 | 78.16 | |
| BlockBatchModel=LLaDA-Instruct-8B2026.05 | 2.4 | 63.2 | 77.48 | |
| Fast-dLLMModel=LLaDA-Instruct-8B2026.05 | 2.7 | 86.4 | 78.7 | |
| Fast-dLLMModel=Dream-Base-7B2026.05 | 3.7 | 162.3 | 73.62 | |
| BlockBatchModel=Dream-Base-7B2026.05 | 3.7 | 133.8 | 72.48 | |
| BlockBatchModel=LLaDA-1.5-8B2026.05 | 4.2 | 63.6 | 77.56 | |
| LocalLeapModel=LLaDA-1.5-8B2026.05 | 4.7 | 72.5 | 81.27 | |
| Fast-dLLMModel=LLaDA-1.5-8B2026.05 | 4.9 | 84.7 | 79.68 | |
| LocalLeapModel=Dream-Base-7B2026.05 | 6.5 | 142.9 | 72.71 | |
| VanillaModel=Dream-Base-7B2026.05 | 10.4 | 256 | 75.13 | |
| VanillaModel=LLaDA-1.5-8B2026.05 | 12.5 | 256 | 79.91 | |
| VanillaModel=LLaDA-Instruct-8B2026.05 | 13.1 | 256 | 77.1 |