Mathematical Reasoning on GSM8K (4-shot)
86.13ScoreBase
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BaseBase Model=Qwen2.5-7B2025.02 | 86.13 | — | — | — | — | |
| SKBase Model=Llama3.1-8B-Instruct, Evaluation Protocol=4-shot2026.02 | 84.61 | — | — | — | — | |
| ALBMBase Model=Llama3.1-8B-Instruct, Evaluation Protocol=4-shot2026.02 | 84.08 | — | — | — | — | |
| BaseBase Model=Llama3.1-8B-Instruct, Evaluation Protocol=4-shot2026.02 | 83.93 | — | — | — | — | |
| InfoRMBase Model=Llama3.1-8B-Instruct, Evaluation Protocol=4-shot2026.02 | 83.78 | — | — | — | — | |
| PoEBase Model=Llama3.1-8B-Instruct, Evaluation Protocol=4-shot2026.02 | 83.62 | — | — | — | — | |
| BNRMBase Model=Llama3.1-8B-Instruct, Evaluation Protocol=4-shot2026.02 | 82.49 | — | — | — | — | |
| No watermarkshot count=4-shot2026.04 | 81.12 | — | — | — | — | |
| UPVshot count=4-shot2026.04 | 78.95 | — | — | — | — | |
| ALBMBase Model=OpenRLHF-Llama3-8B-SFT, Evaluation Protocol=4-shot2026.02 | 78.85 | — | — | — | — | |
| KLASSBase Model=LLaDA-8B-Instruct2026.05 | 78.8 | — | 15.2 | 115 | 1.8 | |
| VanillaModel=D2F-Dream, Decoding Algo=Vanilla2025.12 | 78.5 | 3.1 | — | — | — | |
| BaselineBase Model=Dream-7B-Instruct2026.05 | 78.2 | — | 5.7 | 256 | 1 | |
| SKBase Model=OpenRLHF-Llama3-8B-SFT, Evaluation Protocol=4-shot2026.02 | 78.17 | — | — | — | — | |
| LEAPBase Model=LLaDA-8B-Instruct2026.05 | 78 | — | 34.3 | 58 | 4 | |
| VOWshot count=4-shot, delta=2.02026.04 | 77.94 | — | — | — | — | |
| PoEBase Model=OpenRLHF-Llama3-8B-SFT, Evaluation Protocol=4-shot2026.02 | 77.79 | — | — | — | — | |
| Conf-BasedBase Model=Dream-7B-Instruct2026.05 | 77.6 | — | 24.7 | 60 | 4.2 | |
| Dynamic-dLLMAcceleration Method=Dynamic-dLLM, Parallel Decoding=true2026.05 | 77.52 | — | 31.48 | — | 3.91 | |
| Dream-v0-7B-InstructParallel Decoding=false2026.05 | 77.47 | — | 8.05 | — | 1 | |
| dKV-CacheAcceleration Method=dKV-Cache, Parallel Decoding=false2026.05 | 77.32 | — | 12.8 | — | 1.59 | |
| Dynamic-dLLMAcceleration Method=Dynamic-dLLM, Parallel Decoding=false2026.05 | 77.28 | — | 25.52 | — | 3.17 | |
| LPBase Model=OpenRLHF-Llama3-8B-SFT, Evaluation Protocol=4-shot2026.02 | 77.18 | — | — | — | — | |
| BNRMBase Model=OpenRLHF-Llama3-8B-SFT, Evaluation Protocol=4-shot2026.02 | 77.1 | — | — | — | — | |
| Fast-dLLMAcceleration Method=Fast-dLLM, Parallel Decoding=true2026.05 | 76.95 | — | 28.9 | — | 3.59 | |
| LEAPBase Model=Dream-7B-Instruct2026.05 | 76.9 | — | 31.3 | 44 | 5.5 | |
| Fast-dLLMAcceleration Method=Fast-dLLM, Parallel Decoding=false2026.05 | 76.81 | — | 21.5 | — | 2.67 | |
| InfoRMBase Model=OpenRLHF-Llama3-8B-SFT, Evaluation Protocol=4-shot2026.02 | 76.74 | — | — | — | — | |
| dLLM-CacheAcceleration Method=dLLM-Cache, Parallel Decoding=false2026.05 | 76.64 | — | 22.46 | — | 2.79 | |
| Conf-BasedBase Model=LLaDA-8B-Instruct2026.05 | 76.5 | — | 27.2 | 79 | 3.2 | |
| BaselineBase Model=LLaDA-8B-Instruct2026.05 | 76.3 | — | 8.4 | 256 | 1 | |
| KLASSBase Model=Dream-7B-Instruct2026.05 | 76.1 | — | 12.3 | 113 | 2.2 | |
| VOWshot count=4-shot, delta=2.52026.04 | 76.04 | — | — | — | — | |
| LPBase Model=Llama3.1-8B-Instruct, Evaluation Protocol=4-shot2026.02 | 75.97 | — | — | — | — | |
| LoPABase Model=Dream-7B-Instruct2026.05 | 75.6 | — | 12.5 | 73 | 2.2 | |
| LeftHashshot count=4-shot2026.04 | 75.59 | — | — | — | — | |
| BaseBase Model=OpenRLHF-Llama3-8B-SFT, Evaluation Protocol=4-shot2026.02 | 74.83 | — | — | — | — | |
| DPOBase Model=Qwen2.5-7B2025.02 | 74.53 | — | — | — | — | |
| SelfHashshot count=4-shot2026.04 | 74.37 | — | — | — | — | |
| VARBase Model=Qwen2.5-7B2025.02 | 74.3 | — | — | — | — | |
| LoPAModel=D2F-Dream, Decoding Algo=LoPA2025.12 | 73.8 | 10.1 | — | — | — | |
| LoPAModel=Dream, Decoding Algo=LoPA2025.12 | 73.3 | 3.1 | — | — | — | |
| VanillaModel=Dream, Decoding Algo=Vanilla2025.12 | 72.6 | 1 | — | — | — | |
| Fast-dLLMModel=Dream, Decoding Algo=Fast-dLLM2025.12 | 72.6 | 2.1 | — | — | — | |
| ALoLBase Model=Qwen2.5-7B2025.02 | 64.97 | — | — | — | — | |
| VARBase Model=Llama2-7B2025.02 | 6.67 | — | — | — | — | |
| DPOBase Model=Llama2-7B2025.02 | 4.55 | — | — | — | — | |
| ALoLBase Model=Llama2-7B2025.02 | 4.09 | — | — | — | — | |
| RDFshot count=4-shot2026.04 | 2.43 | — | — | — | — | |
| BaseBase Model=Llama2-7B2025.02 | 1.9 | — | — | — | — | |
| PDWshot count=4-shot2026.04 | 1.36 | — | — | — | — |