Generation on Math domain
2.86Average Generation Time (s)L2P
Evaluation Results
| Method | Links | |
|---|---|---|
| L2PGen=128, Block=64, Base Model=LLaDA2026.05 | 2.86 | |
| TRACELOCKGen=128, Block=64, Base Model=Dream, Implementation Corrected=true2026.05 | 2.96 | |
| L2PGen=128, Block=32, Base Model=LLaDA2026.05 | 3.14 | |
| TRACELOCKGen=128, Block=64, Base Model=Dream, Implementation Corrected=false2026.05 | 3.64 | |
| Fast-dLLMGen=128, Block=64, Base Model=LLaDA2026.05 | 4.07 | |
| Fast-dLLMGen=128, Block=32, Base Model=LLaDA2026.05 | 4.14 | |
| Fast-dLLMGen=128, Block=64, Base Model=Dream2026.05 | 4.41 | |
| L2PGen=256, Block=64, Base Model=LLaDA2026.05 | 5.28 | |
| TRACELOCKGen=128, Block=32, Base Model=Dream, Implementation Corrected=true2026.05 | 5.44 | |
| L2PGen=256, Block=128, Base Model=LLaDA2026.05 | 5.6 | |
| L2PGen=128, Block=64, Base Model=Dream2026.05 | 5.7 | |
| TRACELOCKGen=128, Block=32, Base Model=LLaDA, Implementation Corrected=true2026.05 | 5.96 | |
| L2PGen=128, Block=32, Base Model=Dream2026.05 | 6.02 | |
| TRACELOCKGen=128, Block=64, Base Model=LLaDA, Implementation Corrected=true2026.05 | 6.09 | |
| Fast-dLLMGen=128, Block=32, Base Model=Dream2026.05 | 6.16 | |
| TRACELOCKGen=128, Block=32, Base Model=LLaDA, Implementation Corrected=false2026.05 | 6.39 | |
| ConfidenceGen=128, Block=64, Base Model=Dream2026.05 | 6.4 | |
| ConfidenceGen=128, Block=32, Base Model=Dream2026.05 | 6.41 | |
| TRACELOCKGen=128, Block=64, Base Model=LLaDA, Implementation Corrected=false2026.05 | 6.53 | |
| TRACELOCKGen=128, Block=32, Base Model=Dream, Implementation Corrected=false2026.05 | 6.69 | |
| TRACELOCKGen=256, Block=64, Base Model=Dream, Implementation Corrected=true2026.05 | 7.76 | |
| Fast-dLLMGen=256, Block=64, Base Model=LLaDA2026.05 | 8.01 | |
| Fast-dLLMGen=256, Block=128, Base Model=LLaDA2026.05 | 8.1 | |
| TRACELOCKGen=256, Block=128, Base Model=Dream, Implementation Corrected=true2026.05 | 8.35 | |
| ConfidenceGen=128, Block=64, Base Model=LLaDA2026.05 | 8.89 | |
| ConfidenceGen=128, Block=32, Base Model=LLaDA2026.05 | 9.1 | |
| TRACELOCKGen=256, Block=64, Base Model=Dream, Implementation Corrected=false2026.05 | 9.76 | |
| TRACELOCKGen=256, Block=128, Base Model=Dream, Implementation Corrected=false2026.05 | 10.49 | |
| L2PGen=256, Block=128, Base Model=Dream2026.05 | 10.63 | |
| Fast-dLLMGen=256, Block=128, Base Model=Dream2026.05 | 10.7 | |
| TRACELOCKGen=256, Block=64, Base Model=LLaDA, Implementation Corrected=true2026.05 | 13.45 | |
| TRACELOCKGen=256, Block=64, Base Model=LLaDA, Implementation Corrected=false2026.05 | 13.97 | |
| TRACELOCKGen=256, Block=128, Base Model=LLaDA, Implementation Corrected=true2026.05 | 14.27 | |
| Fast-dLLMGen=256, Block=64, Base Model=Dream2026.05 | 14.74 | |
| TRACELOCKGen=256, Block=128, Base Model=LLaDA, Implementation Corrected=false2026.05 | 14.83 | |
| L2PGen=256, Block=64, Base Model=Dream2026.05 | 15.44 | |
| ConfidenceGen=256, Block=128, Base Model=Dream2026.05 | 18.96 | |
| ConfidenceGen=256, Block=64, Base Model=Dream2026.05 | 19.45 | |
| ConfidenceGen=256, Block=128, Base Model=LLaDA2026.05 | 23.31 | |
| ConfidenceGen=256, Block=64, Base Model=LLaDA2026.05 | 24.07 |