Text2World Generation on PAI-Bench
26.28Latency (s)WorldCache
Evaluation Results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| WorldCacheModel=Cosmos-Predict2.5-2B2026.03 | 26.28 | 76.3 | 72.7 | 74.5 | 2.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WorldCacheModel Scale=2B, Backbone=Cosmos-Predict2.52026.03 | 26.28 | — | — | — | 2.1 | 75.9 | 63.9 | 73.5 | 81 | 76 | 84.5 | 83.9 | 76.3 | 90.3 | 92.7 | 97.9 | 49.2 | 70.3 | 19.6 | 78.2 | 82.6 | 72.7 | 74.5 | |
| FasterCacheModel Scale=2B, Backbone=Cosmos-Predict2.52026.03 | 34.51 | — | — | — | 1.6 | 67.5 | 55.3 | 54.9 | 69.1 | 65.2 | 71.9 | 74.5 | 62.9 | 84.9 | 90.9 | 97 | 40.5 | 59.4 | 17.6 | 70.9 | 79.6 | 67.6 | 65.2 | |
| DiCacheModel=Cosmos-Predict2.5-2B2026.03 | 40.82 | 75.9 | 72.72 | 74.31 | 1.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiCacheModel Scale=2B, Backbone=Cosmos-Predict2.52026.03 | 40.82 | — | — | — | 1.3 | 75.6 | 63.1 | 70.7 | 79.9 | 77.3 | 84.9 | 83.3 | 75.9 | 90.2 | 92.5 | 97.8 | 49.3 | 70.5 | 19.7 | 78 | 83.8 | 72.7 | 74.3 | |
| TeaCacheModel=Cosmos-Predict2.5-2B, Setting=Fast2026.03 | 41.07 | 76.16 | 72.66 | 74.48 | 1.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EasyCacheModel=Cosmos-Predict2.5-2B2026.03 | 41.41 | 76.41 | 72.62 | 74.51 | 1.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TeaCacheModel=Cosmos-Predict2.5-2B, Setting=Slow2026.03 | 49.4 | 76.34 | 72.74 | 74.54 | 1.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineModel=Cosmos-Predict2.5-2B2026.03 | 54.34 | 76.7 | 72.8 | 74.75 | 1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BaselineModel Scale=2B, Backbone=Cosmos-Predict2.52026.03 | 54.34 | — | — | — | 1 | 75.9 | 64.3 | 72.4 | 82 | 76.9 | 85.9 | 84.6 | 76.7 | 90.9 | 92.9 | 97.9 | 50.1 | 71.2 | 19.9 | 78.8 | 80.8 | 72.8 | 74.8 | |
| WorldCacheModel Scale=14B, Backbone=Cosmos-Predict2.52026.03 | 98.61 | — | — | — | 2.14 | 79.2 | 65.9 | 75.1 | 83.8 | 79.4 | 90.8 | 87.9 | 79.5 | 94 | 94.8 | 98.7 | 51.7 | 71.8 | 20.1 | 80.4 | 85.6 | 74.6 | 77.1 | |
| FasterCacheModel Scale=14B, Backbone=Cosmos-Predict2.52026.03 | 126.6 | — | — | — | 1.7 | 70.7 | 56.4 | 58.4 | 71 | 67.7 | 77.3 | 78.5 | 65.9 | 88.4 | 93 | 97.9 | 42.7 | 60.4 | 18 | 73.1 | 82.1 | 69.4 | 67.6 | |
| DiCacheModel Scale=14B, Backbone=Cosmos-Predict2.52026.03 | 148.36 | — | — | — | 1.4 | 79.5 | 64.5 | 75.7 | 81.9 | 79 | 90.6 | 88 | 79.2 | 93.9 | 94.9 | 98.8 | 51.8 | 71.4 | 20.1 | 80.6 | 84.5 | 74.5 | 76.8 | |
| BaselineModel Scale=14B, Backbone=Cosmos-Predict2.52026.03 | 216.25 | — | — | — | 1 | 78.2 | 64.3 | 76.2 | 82.8 | 79.4 | 90 | 88 | 79.2 | 94 | 94.8 | 98.8 | 51.8 | 71.9 | 20.2 | 80.6 | 84.6 | 74.6 | 76.9 |