Conditional Generation on OpenWebText (Perplexity, BLEU2)
27.9PerplexityMCDLM-PPLOptimized
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MCDLM-PPLOptimizedSteps=512, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 27.9 | 63.1 | |
| MCDLM-PPLOptimizedSteps=64, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 28.6 | 62.9 | |
| SDTTSteps=512, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 30.3 | 62.5 | |
| SDTTSteps=64, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 30.8 | 62.5 | |
| MCDLM-PPLOptimizedSteps=8, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 31.6 | 62.8 | |
| DUO-DCDSteps=512, Sampling Precision=FP64, Sampler Type=Greedy2026.04 | 32 | 26.7 | |
| DUO-DCDSteps=64, Sampling Precision=FP64, Sampler Type=Greedy2026.04 | 32.7 | 26.6 | |
| SDTTSteps=8, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 34 | 62.4 | |
| MDLMSteps=512, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 39.7 | 61.1 | |
| DUO-DCDSteps=8, Sampling Precision=FP64, Sampler Type=Greedy2026.04 | 40.2 | 26.7 | |
| MDLMSteps=64, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 40.4 | 61.1 | |
| MDLMSteps=8, Sampling Precision=FP64, Sampler Type=Ancestral2026.04 | 45.9 | 60.9 |