Mathematical Reasoning on MATH 4-shot (Acc, TPS, Steps, Spd(Lat.))
42.6AccuracyBaseline
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BaselineBase Model=Dream-7B-Instruct2026.05 | 42.6 | 8.4 | 256 | 1 | |
| Conf-BasedBase Model=Dream-7B-Instruct2026.05 | 42.1 | 24.1 | 88 | 2.9 | |
| LoPABase Model=Dream-7B-Instruct2026.05 | 41.7 | 11.2 | 107 | 1.3 | |
| LEAPBase Model=Dream-7B-Instruct2026.05 | 40 | 31.5 | 63 | 3.7 | |
| VanillaModel=Dream-v0-Instruct-7B2026.05 | 38.36 | 7.88 | — | 1 | |
| Fast-dLLMModel=Dream-v0-Instruct-7B2026.05 | 38.12 | 16.95 | — | 2.15 | |
| DAWNModel=Dream-v0-Instruct-7B2026.05 | 37.98 | 19.69 | — | 2.5 | |
| KLASSBase Model=Dream-7B-Instruct2026.05 | 37.7 | 13.6 | 132 | 1.9 | |
| CLADModel=Dream-v0-Instruct-7B2026.05 | 37.34 | 20.44 | — | 2.59 | |
| Fast-dLLMBackbone Model=Dream-v0-Base-7B, Shot Setting=4-shot2026.05 | 34.9 | 21.76 | — | 2.42 | |
| KLASSModel=Dream-v0-Instruct-7B2026.05 | 34.78 | 7.72 | — | 0.98 | |
| DAWNBackbone Model=Dream-v0-Base-7B, Shot Setting=4-shot2026.05 | 34.58 | 25.68 | — | 2.85 | |
| VanillaBackbone Model=Dream-v0-Base-7B, Shot Setting=4-shot2026.05 | 34.56 | 9.01 | — | 1 | |
| CLADBackbone Model=Dream-v0-Base-7B, Shot Setting=4-shot2026.05 | 33.98 | 27.47 | — | 3.05 | |
| VanillaBackbone Model=LLaDA-1.5, Shot Setting=4-shot2026.05 | 33.84 | 7.27 | — | 1 | |
| Fast-dLLMBackbone Model=LLaDA-1.5, Shot Setting=4-shot2026.05 | 33.7 | 19.35 | — | 2.66 | |
| KLASSBackbone Model=LLaDA-1.5, Shot Setting=4-shot2026.05 | 33.5 | 6.97 | — | 0.96 | |
| BaselineBase Model=LLaDA-8B-Instruct2026.05 | 33.4 | 8.9 | 256 | 1 | |
| Conf-BasedBase Model=LLaDA-8B-Instruct2026.05 | 33.1 | 22.3 | 101 | 2.5 | |
| DAPDBackbone Model=LLaDA-1.5, Shot Setting=4-shot2026.05 | 33.04 | 14.63 | — | 2.01 | |
| LLaDABlock size=2562026.06 | 32.94 | 20.13 | — | — | |
| VanillaModel=LLaDA-8B-Instruct2026.05 | 32.84 | 8.25 | — | 1 | |
| Fast-dLLMModel=LLaDA-8B-Instruct2026.05 | 32.8 | 21.82 | — | 2.64 | |
| CLADBackbone Model=LLaDA-1.5, Shot Setting=4-shot2026.05 | 32.72 | 26.78 | — | 3.68 | |
| AsyncLane-LLaDABlock size=2562026.06 | 32.52 | 136.05 | — | — | |
| LEAPBase Model=LLaDA-8B-Instruct2026.05 | 32.4 | 27.6 | 73 | 3.1 | |
| DAWNModel=LLaDA-8B-Instruct2026.05 | 32.36 | 28.76 | — | 3.49 | |
| AsyncLane-LLaDABlock size=5122026.06 | 32.36 | 138.35 | — | — | |
| KLASSBase Model=LLaDA-8B-Instruct2026.05 | 32.3 | 14.7 | 136 | 1.5 | |
| DAWNBackbone Model=LLaDA-1.5, Shot Setting=4-shot2026.05 | 32.1 | 25.03 | — | 3.44 | |
| AsyncLane-LLaDABlock size=10242026.06 | 32.04 | 145.4 | — | — | |
| DAPDModel=Dream-v0-Instruct-7B2026.05 | 32 | 13.11 | — | 1.66 | |
| KLASSModel=LLaDA-8B-Instruct2026.05 | 31.96 | 15.62 | — | 1.89 | |
| CLADModel=LLaDA-8B-Instruct2026.05 | 31.92 | 31.01 | — | 3.76 | |
| d3LLM-TF-LLaDABlock size=5122026.06 | 31.8 | 73.56 | — | — | |
| LLaDABlock size=5122026.06 | 31.74 | 10.01 | — | — | |
| d3LLM-TF-LLaDABlock size=10242026.06 | 31.5 | 66.02 | — | — | |
| DAPDModel=LLaDA-8B-Instruct2026.05 | 31.44 | 21.08 | — | 2.56 | |
| Fast-dLLM-LLaDABlock size=5122026.06 | 31.4 | 72.73 | — | — | |
| d3LLM-TF-LLaDABlock size=2562026.06 | 31.4 | 75.46 | — | — | |
| LLaDABlock size=10242026.06 | 31.19 | 4.28 | — | — | |
| DAPDBackbone Model=Dream-v0-Base-7B, Shot Setting=4-shot2026.05 | 31.1 | 18.16 | — | 2.02 | |
| Fast-dLLM-LLaDABlock size=2562026.06 | 30.96 | 69.31 | — | — | |
| KLASSBackbone Model=Dream-v0-Base-7B, Shot Setting=4-shot2026.05 | 30.7 | 7.89 | — | 0.88 | |
| Fast-dLLM-LLaDABlock size=10242026.06 | 30 | 68.69 | — | — |