Mathematical Reasoning on MATH (Acc, TPS)
38.36AccuracyDSB (greedy)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DSB (greedy)Backbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=None, Block=DSB (greedy)2026.02 | 38.36 | 60.63 | — | |
| Confidence + NaiveBackbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=None, Block=Naive2026.02 | 38.28 | 60.59 | — | |
| DSB (const.)Backbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=None, Block=DSB (const.)2026.02 | 38.24 | 61.59 | — | |
| VanillaBackbone=Dream-v0-Instruct-7B, Decode=Vanilla, Cache=None, Block=Naive2026.02 | 37.87 | 31.32 | — | |
| LLaDAGen Length=512, Prompting Shot=4-shot2026.01 | 37.2 | 6.2 | 1 | |
| LLaDA-1.5Gen Length=512, shots=4-shot2026.01 | 37.1 | 4.8 | 1 | |
| DSB Cache (const.)Backbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=DSB, Block=DSB (const.)2026.02 | 37.02 | 80.3 | — | |
| DSB Cache (greedy)Backbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=DSB, Block=DSB (greedy)2026.02 | 37 | 82.63 | — | |
| DSB Cache (greedy)Backbone=Dream-v0-Base-7B, Decode=Confidence, Cache=DSB, Block=DSB (greedy)2026.02 | 36.94 | 92.99 | — | |
| Dual NaiveBackbone=Dream-v0-Instruct-7B, Decode=Confidence, Cache=Dual, Block=Naive2026.02 | 36.94 | 80.76 | — | |
| dKV-CacheGen Length=512, Prompting Shot=4-shot2026.01 | 36.3 | 10.1 | 1.7 | |
| Prefix-CacheGen Length=512, Prompting Shot=4-shot2026.01 | 36.2 | 18.6 | 3 | |
| Streaming-dLLMGen Length=512, Prompting Shot=4-shot2026.01 | 36.1 | 63.2 | 10.2 | |
| Fast-dLLMGen Length=512, Prompting Shot=4-shot2026.01 | 36 | 43.2 | 7 | |
| dKV-CacheGen Length=512, shots=4-shot2026.01 | 35.1 | 7.5 | 1.6 | |
| Fast-dLLMGen Length=512, shots=4-shot2026.01 | 35.1 | 38.3 | 7.9 | |
| Streaming-dLLMGen Length=512, shots=4-shot2026.01 | 35.1 | 62.4 | 13 | |
| Prefix-CacheGen Length=512, shots=4-shot2026.01 | 35 | 13.9 | 2.9 | |
| VanillaBackbone=Dream-v0-Base-7B, Decode=Vanilla, Cache=None, Block=Naive2026.02 | 34.76 | 28.1 | — | |
| DSB (const.)Backbone=Dream-v0-Base-7B, Decode=Confidence, Cache=None, Block=DSB (const.)2026.02 | 34.7 | 72.05 | — | |
| DSB (greedy)Backbone=Dream-v0-Base-7B, Decode=Confidence, Cache=None, Block=DSB (greedy)2026.02 | 34.54 | 72.86 | — | |
| Confidence + NaiveBackbone=Dream-v0-Base-7B, Decode=Confidence, Cache=None, Block=Naive2026.02 | 34.44 | 70.6 | — | |
| DSB (greedy)Backbone=LLaDA-1.5, Decode=Confidence, Cache=None, Block=DSB (greedy)2026.02 | 34.18 | 51.67 | — | |
| DSB (const.)Backbone=LLaDA-1.5, Decode=Confidence, Cache=None, Block=DSB (const.)2026.02 | 34 | 51.8 | — | |
| DSB Cache (greedy)Backbone=LLaDA-1.5, Decode=Confidence, Cache=DSB, Block=DSB (greedy)2026.02 | 33.96 | 78.94 | — | |
| DSB Cache (const.)Backbone=LLaDA-1.5, Decode=Confidence, Cache=DSB, Block=DSB (const.)2026.02 | 33.9 | 78.7 | — | |
| Streaming-dLLMGen Length=256, shots=4-shot2026.01 | 33.7 | 66.2 | 8.5 | |
| Confidence + NaiveBackbone=LLaDA-1.5, Decode=Confidence, Cache=None, Block=Naive2026.02 | 33.64 | 51.38 | — | |
| DSB Cache (const.)Backbone=Dream-v0-Base-7B, Decode=Confidence, Cache=DSB, Block=DSB (const.)2026.02 | 33.52 | 96.44 | — | |
| VanillaBackbone=LLaDA-1.5, Decode=Vanilla, Cache=None, Block=Naive2026.02 | 33.5 | 19.29 | — | |
| LLaDAGen Length=256, Prompting Shot=4-shot2026.01 | 33.5 | 8.7 | 1 | |
| DSB Cache (greedy)Backbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=DSB, Block=DSB (greedy)2026.02 | 33.46 | 89.9 | — | |
| dKV-CacheGen Length=256, Prompting Shot=4-shot2026.01 | 33.3 | 14.3 | 1.6 | |
| Prefix-CacheGen Length=256, Prompting Shot=4-shot2026.01 | 33.3 | 29 | 3.3 | |
| Streaming-dLLMGen Length=256, Prompting Shot=4-shot2026.01 | 33.3 | 71 | 8.2 | |
| Dual NaiveBackbone=Dream-v0-Base-7B, Decode=Confidence, Cache=Dual, Block=Naive2026.02 | 33.28 | 92.3 | — | |
| VanillaBackbone=LLaDA-8B-Instruct, Decode=Vanilla, Cache=None, Block=Naive2026.02 | 33.24 | 21.51 | — | |
| Fast-dLLMGen Length=256, Prompting Shot=4-shot2026.01 | 33.2 | 49.3 | 5.7 | |
| DSB (const.)Backbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=None, Block=DSB (const.)2026.02 | 33.14 | 58.6 | — | |
| DSB (greedy)Backbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=None, Block=DSB (greedy)2026.02 | 33.06 | 58.02 | — | |
| Confidence + NaiveBackbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=None, Block=Naive2026.02 | 33.02 | 56.73 | — | |
| DSB Cache (const.)Backbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=DSB, Block=DSB (const.)2026.02 | 32.98 | 89.03 | — | |
| Dual NaiveBackbone=LLaDA-8B-Instruct, Decode=Confidence, Cache=Dual, Block=Naive2026.02 | 32.72 | 83.58 | — | |
| LLaDA-1.5Gen Length=256, shots=4-shot2026.01 | 32.7 | 7.8 | 1 | |
| Fast-dLLMGen Length=256, shots=4-shot2026.01 | 32.6 | 47.1 | 6 | |
| Prefix-CacheGen Length=256, shots=4-shot2026.01 | 32.5 | 25.9 | 3.3 | |
| Dual NaiveBackbone=LLaDA-1.5, Decode=Confidence, Cache=Dual, Block=Naive2026.02 | 32.36 | 74.59 | — | |
| dKV-CacheGen Length=256, shots=4-shot2026.01 | 31.8 | 12.4 | 1.6 |