Code Generation on Coding domain
4.14Average Wall-Clock Time (s)L2P
Evaluation Results
| Method | Links | |
|---|---|---|
| L2PGen=128, Block=64, Base Model=LLaDA2026.05 | 4.14 | |
| L2PGen=128, Block=32, Base Model=LLaDA2026.05 | 4.37 | |
| Fast-dLLMGen=128, Block=32, Base Model=LLaDA2026.05 | 4.86 | |
| Fast-dLLMGen=128, Block=64, Base Model=LLaDA2026.05 | 4.87 | |
| TRACELOCKGen=128, Block=32, Base Model=Dream, Implementation Corrected=true2026.05 | 5.03 | |
| TRACELOCKGen=128, Block=64, Base Model=Dream, Implementation Corrected=true2026.05 | 5.05 | |
| TRACELOCKGen=128, Block=32, Base Model=Dream, Implementation Corrected=false2026.05 | 6.19 | |
| TRACELOCKGen=128, Block=64, Base Model=Dream, Implementation Corrected=false2026.05 | 6.22 | |
| L2PGen=256, Block=64, Base Model=LLaDA2026.05 | 6.27 | |
| L2PGen=256, Block=128, Base Model=LLaDA2026.05 | 6.62 | |
| TRACELOCKGen=128, Block=32, Base Model=LLaDA, Implementation Corrected=true2026.05 | 7.16 | |
| TRACELOCKGen=128, Block=32, Base Model=LLaDA, Implementation Corrected=false2026.05 | 7.68 | |
| TRACELOCKGen=128, Block=64, Base Model=LLaDA, Implementation Corrected=true2026.05 | 7.71 | |
| Fast-dLLMGen=256, Block=128, Base Model=LLaDA2026.05 | 7.94 | |
| Fast-dLLMGen=128, Block=64, Base Model=Dream2026.05 | 8.02 | |
| Fast-dLLMGen=256, Block=64, Base Model=LLaDA2026.05 | 8.05 | |
| TRACELOCKGen=128, Block=64, Base Model=LLaDA, Implementation Corrected=false2026.05 | 8.27 | |
| TRACELOCKGen=256, Block=64, Base Model=Dream, Implementation Corrected=true2026.05 | 9.67 | |
| TRACELOCKGen=256, Block=128, Base Model=Dream, Implementation Corrected=true2026.05 | 9.73 | |
| Fast-dLLMGen=128, Block=32, Base Model=Dream2026.05 | 10.28 | |
| L2PGen=128, Block=64, Base Model=Dream2026.05 | 10.56 | |
| TRACELOCKGen=256, Block=64, Base Model=Dream, Implementation Corrected=false2026.05 | 12.15 | |
| L2PGen=128, Block=32, Base Model=Dream2026.05 | 12.22 | |
| TRACELOCKGen=256, Block=128, Base Model=Dream, Implementation Corrected=false2026.05 | 12.23 | |
| ConfidenceGen=128, Block=32, Base Model=Dream2026.05 | 13 | |
| ConfidenceGen=128, Block=64, Base Model=Dream2026.05 | 13.01 | |
| TRACELOCKGen=256, Block=64, Base Model=LLaDA, Implementation Corrected=true2026.05 | 13.7 | |
| TRACELOCKGen=256, Block=64, Base Model=LLaDA, Implementation Corrected=false2026.05 | 14.23 | |
| TRACELOCKGen=256, Block=128, Base Model=LLaDA, Implementation Corrected=true2026.05 | 14.96 | |
| TRACELOCKGen=256, Block=128, Base Model=LLaDA, Implementation Corrected=false2026.05 | 15.54 | |
| ConfidenceGen=128, Block=32, Base Model=LLaDA2026.05 | 16 | |
| ConfidenceGen=128, Block=64, Base Model=LLaDA2026.05 | 16.01 | |
| L2PGen=256, Block=128, Base Model=Dream2026.05 | 17.54 | |
| Fast-dLLMGen=256, Block=128, Base Model=Dream2026.05 | 22.41 | |
| Fast-dLLMGen=256, Block=64, Base Model=Dream2026.05 | 23.67 | |
| L2PGen=256, Block=64, Base Model=Dream2026.05 | 26.71 | |
| ConfidenceGen=256, Block=64, Base Model=Dream2026.05 | 30.87 | |
| ConfidenceGen=256, Block=128, Base Model=Dream2026.05 | 30.88 | |
| ConfidenceGen=256, Block=64, Base Model=LLaDA2026.05 | 38.56 | |
| ConfidenceGen=256, Block=128, Base Model=LLaDA2026.05 | 39.47 |