Mathematics on MATH (Accuracy, Throughput, Speedup)
39.6AccuracyDream
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DreamModel Variant=Base2026.01 | 39.6 | 4.7 | 1 | |
| Fast-dLLMModel Variant=Instruct, Caching Strategy=Dual-Cache2026.01 | 39.6 | 27.2 | 3.1 | |
| Window-DiffusionModel Variant=Base, Window Size (L)=16, Refresh Cycle=32, Early Stopping=Disabled2026.01 | 39.2 | 29.8 | 6.3 | |
| DreamModel Variant=Instruct2026.01 | 39.2 | 8.7 | 1 | |
| Fast-dLLMModel Variant=Instruct, Caching Strategy=Prefix-Cache2026.01 | 39.2 | 17.4 | 2 | |
| DKV-CacheModel Variant=Instruct2026.01 | 39 | 11.2 | 1.3 | |
| Window-DiffusionModel Variant=Instruct, Window Size (L)=16, Refresh Cycle=32, Early Stopping=Disabled2026.01 | 38.5 | 33.9 | 3.9 | |
| Fast-dLLMModel Variant=Base, Caching Strategy=Prefix-Cache2026.01 | 38 | 16 | 3.5 | |
| Fast-dLLMModel Variant=Base, Caching Strategy=Dual-Cache2026.01 | 37.4 | 25.1 | 5.3 | |
| DKV-CacheModel Variant=Base2026.01 | 29.5 | 10.1 | 2.2 |