Mathematical Reasoning on GSM8K (TPS, Latency)
89.82TPSD2F
Evaluation results
| Method | Links | ||
|---|---|---|---|
| D2FBackbone=Dream-v0-base-7B, Cache=Prefix2026.02 | 89.82 | 4.32 | |
| SwordsmanBackbone=Dream-v0-base-7B, Cache=Dual2026.02 | 75.85 | 6.74 | |
| Fast-dLLMBackbone=Dream-v0-base-7B, Cache=Dual2026.02 | 74.37 | 7.11 | |
| SwordsmanBackbone=LLaDA-8B-Instruct, Cache=Dual2026.02 | 73.74 | 3.66 | |
| Fast-dLLMBackbone=LLaDA-8B-Instruct, Cache=Dual2026.02 | 72.12 | 3.72 | |
| SwordsmanBackbone=LLaDA-1.5, Cache=Dual2026.02 | 64.97 | 3.03 | |
| D2FBackbone=LLaDA-8B-Instruct, Cache=Prefix2026.02 | 64.49 | 2.24 | |
| SwordsmanBackbone=Dream-v0-base-7B, Cache=Prefix2026.02 | 63.88 | 7.99 | |
| AdaBlockBackbone=Dream-v0-base-7B, Cache=Dual2026.02 | 63.73 | 8.14 | |
| Fast-dLLMBackbone=Dream-v0-base-7B, Cache=Prefix2026.02 | 62.75 | 8.21 | |
| Fast-dLLMBackbone=LLaDA-1.5, Cache=Dual2026.02 | 61.3 | 3.41 | |
| SwordsmanBackbone=LLaDA-8B-Instruct, Cache=Prefix2026.02 | 58.68 | 4.54 | |
| Fast-dLLMBackbone=LLaDA-8B-Instruct, Cache=Prefix2026.02 | 58.42 | 4.59 | |
| AdaBlockBackbone=LLaDA-8B-Instruct, Cache=Dual2026.02 | 58.21 | 4.73 | |
| AdaBlockBackbone=LLaDA-1.5, Cache=Dual2026.02 | 54.69 | 3.16 | |
| SwordsmanBackbone=LLaDA-1.5, Cache=Prefix2026.02 | 52.55 | 3.69 | |
| Fast-dLLMBackbone=LLaDA-1.5, Cache=Prefix2026.02 | 50.16 | 3.9 | |
| AdaBlockBackbone=LLaDA-8B-Instruct, Cache=None2026.02 | 45.02 | 5.98 | |
| SwordsmanBackbone=LLaDA-8B-Instruct, Cache=None2026.02 | 44.89 | 6 | |
| AdaBlockBackbone=Dream-v0-base-7B, Cache=None2026.02 | 43.12 | 11.64 | |
| Fast-dLLMBackbone=LLaDA-8B-Instruct, Cache=None2026.02 | 42.36 | 6.61 | |
| SwordsmanBackbone=Dream-v0-base-7B, Cache=None2026.02 | 42.34 | 12.07 | |
| SwordsmanBackbone=LLaDA-1.5, Cache=None2026.02 | 41.14 | 4.89 | |
| AdaBlockBackbone=LLaDA-1.5, Cache=None2026.02 | 41.06 | 4.92 | |
| Fast-dLLMBackbone=LLaDA-1.5, Cache=None2026.02 | 40.43 | 5.23 | |
| Fast-dLLMBackbone=Dream-v0-base-7B, Cache=None2026.02 | 39.98 | 12.54 |