Language Generation on WikiText-103
1Perplexity (PPL)Dream
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DreamSize (B)=7.00, Steps=12025.09 | 1 | 1.55 | 0.005 | — | |
| FS-DFMSize (B)=1.30, Steps=162025.09 | 59.84 | 7.99 | 0.583 | — | |
| FS-DFMSize (B)=1.70, Steps=162025.09 | 61.67 | 8.06 | 0.55 | — | |
| FS-DFMSize (B)=0.17, Steps=162025.09 | 67.42 | 7.97 | 0.39 | — | |
| FS-DFMSize (B)=1.30, Steps=82025.09 | 70.97 | 8.01 | 0.48 | — | |
| FS-DFMSize (B)=1.70, Steps=82025.09 | 72.84 | 8.07 | 0.311 | — | |
| FS-DFMSize (B)=0.17, Steps=82025.09 | 75.78 | 7.95 | 0.27 | — | |
| FS-DFMSize (B)=0.17, Steps=42025.09 | 97.07 | 7.89 | 0.053 | — | |
| FS-DFMSize (B)=1.30, Steps=42025.09 | 99.79 | 7.98 | 0.12 | — | |
| FS-DFMSize (B)=1.70, Steps=42025.09 | 101.2 | 8.03 | 0.083 | — | |
| FS-DFMSize (B)=0.17, Steps=22025.09 | 143.77 | 7.85 | 0.008 | — | |
| GADDNFE=256, Zero-shot=true2026.05 | 149.6407 | — | — | 53 | |
| FS-DFMSize (B)=1.70, Steps=22025.09 | 155.01 | 7.93 | 0.014 | — | |
| GADDNFE=128, Zero-shot=true2026.05 | 161.5748 | — | — | 26 | |
| FS-DFMSize (B)=1.30, Steps=22025.09 | 169.99 | 7.97 | 0.013 | — | |
| FS-DFMSize (B)=0.17, Steps=12025.09 | 173.39 | 7.67 | 0.006 | — | |
| FS-DFMSize (B)=1.70, Steps=12025.09 | 191.2 | 7.67 | 0.007 | — | |
| GADDNFE=64, Zero-shot=true2026.05 | 192.1529 | — | — | 13 | |
| CTMC correctorNFE=256, Zero-shot=true2026.05 | 219.8395 | — | — | 89 | |
| CTMC correctorNFE=128, Zero-shot=true2026.05 | 227.6811 | — | — | 44 | |
| FS-DFMSize (B)=1.30, Steps=12025.09 | 231.89 | 7.88 | 0.006 | — | |
| θ-TrapezoidalNFE=128, Zero-shot=true2026.05 | 255.1958 | — | — | 48 | |
| GADDNFE=32, Zero-shot=true2026.05 | 255.63 | — | — | 6 | |
| LLaDASize (B)=8.00, Steps=12025.09 | 256.07 | 0.84 | 0.005 | — | |
| θ-TrapezoidalNFE=256, Zero-shot=true2026.05 | 265.9823 | — | — | 97 | |
| θ-TrapezoidalNFE=64, Zero-shot=true2026.05 | 267.6957 | — | — | 23 | |
| CTMC correctorNFE=64, Zero-shot=true2026.05 | 272.653 | — | — | 21 | |
| Vanilla EulerNFE=256, Zero-shot=true2026.05 | 275.3841 | — | — | 79 | |
| Vanilla EulerNFE=128, Zero-shot=true2026.05 | 283.0323 | — | — | 39 | |
| Vanilla EulerNFE=64, Zero-shot=true2026.05 | 285.1672 | — | — | 19 | |
| LLaDASize (B)=8.00, Steps=22025.09 | 290.35 | 0.59 | 0.005 | — | |
| θ-TrapezoidalNFE=32, Zero-shot=true2026.05 | 325.9064 | — | — | 11 | |
| Vanilla EulerNFE=32, Zero-shot=true2026.05 | 356.029 | — | — | 9 | |
| CTMC correctorNFE=32, Zero-shot=true2026.05 | 378.0972 | — | — | 10 | |
| LLaDASize (B)=8.00, Steps=162025.09 | 432.65 | 0.5 | 0.005 | — | |
| LLaDASize (B)=8.00, Steps=82025.09 | 441.26 | 0.42 | 0.005 | — | |
| LLaDASize (B)=8.00, Steps=42025.09 | 495.17 | 0.47 | 0.005 | — | |
| DreamSize (B)=7.00, Steps=162025.09 | 630.3 | 2.31 | 0.005 | — | |
| DreamSize (B)=7.00, Steps=82025.09 | 739.4 | 1.74 | 0.006 | — | |
| DreamSize (B)=7.00, Steps=42025.09 | 752.11 | 1.53 | 0.005 | — | |
| DreamSize (B)=7.00, Steps=22025.09 | 785.87 | 1.43 | 0.005 | — |