Conditional Generation on Wikitext103
26.9PerplexityMCDLM-PPLOptimized
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MCDLM-PPLOptimizedSteps=512, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 26.9 | 64.5 | |
| MCDLM-PPLOptimizedSteps=64, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 27.3 | 64.4 | |
| MCDLM-PPLOptimizedSteps=8, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 30 | 64.2 | |
| SDTTSteps=512, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 30.1 | 63.7 | |
| SDTTSteps=64, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 30.5 | 63.7 | |
| SDTTSteps=8, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 33.6 | 63.5 | |
| DUO-DCDSteps=512, Sampling Precision=FP64, Sampler Type=Greedy2026.04 | 34.1 | 32.2 | |
| DUO-DCDSteps=64, Sampling Precision=FP64, Sampler Type=Greedy2026.04 | 35.9 | 32.5 | |
| MDLMSteps=512, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 39 | 62.2 | |
| MDLMSteps=64, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 39.6 | 62.2 | |
| MDLMSteps=8, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 44.8 | 61.9 | |
| DUO-DCDSteps=8, Sampling Precision=FP64, Sampler Type=Greedy2026.04 | 44.9 | 32.3 |