Mathematical Reasoning on AIME 25 (Throughput/Speedup)
9,043Throughput (tokens/s)Draft-OPD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Draft-OPDBackbone Model=Qwen3-4B (Enable Thinking), Concurrency=32, Inference Engine=SGLang2026.05 | 9,043 | 8 | 6.59 | |
| DFlashBackbone Model=Qwen3-4B (Enable Thinking), Concurrency=32, Inference Engine=SGLang2026.05 | 8,410 | — | 6.06 | |
| Draft-OPDBackbone Model=Qwen3-4B (Enable Thinking), Concurrency=16, Inference Engine=SGLang2026.05 | 7,297 | 7 | 6.59 | |
| DFlashBackbone Model=Qwen3-4B (Enable Thinking), Concurrency=16, Inference Engine=SGLang2026.05 | 6,841 | — | 6.06 | |
| Draft-OPDBackbone Model=Qwen3-8B (Enable Thinking), Concurrency=32, Inference Engine=SGLang2026.05 | 6,645 | 11 | 6.42 | |
| DFlashBackbone Model=Qwen3-8B (Enable Thinking), Concurrency=32, Inference Engine=SGLang2026.05 | 5,985 | — | 5.67 | |
| Draft-OPDBackbone Model=Qwen3-8B (Enable Thinking), Concurrency=16, Inference Engine=SGLang2026.05 | 5,729 | 16 | 6.42 | |
| Draft-OPDBackbone Model=Qwen3-4B (Enable Thinking), Concurrency=8, Inference Engine=SGLang2026.05 | 5,071 | 7 | 6.59 | |
| DFlashBackbone Model=Qwen3-8B (Enable Thinking), Concurrency=16, Inference Engine=SGLang2026.05 | 4,956 | — | 5.67 | |
| DFlashBackbone Model=Qwen3-4B (Enable Thinking), Concurrency=8, Inference Engine=SGLang2026.05 | 4,750 | — | 6.06 | |
| Draft-OPDBackbone Model=Qwen3-30B-A3B-Thinking-2507, Concurrency=32, Inference Engine=SGLang2026.05 | 4,718 | 17 | 5.32 | |
| Draft-OPDBackbone Model=Qwen3-8B (Enable Thinking), Concurrency=8, Inference Engine=SGLang2026.05 | 4,127 | 14 | 6.42 | |
| DFlashBackbone Model=Qwen3-30B-A3B-Thinking-2507, Concurrency=32, Inference Engine=SGLang2026.05 | 4,014 | — | 4.54 | |
| DFlashBackbone Model=Qwen3-8B (Enable Thinking), Concurrency=8, Inference Engine=SGLang2026.05 | 3,612 | — | 5.67 | |
| Draft-OPDBackbone Model=Qwen3-30B-A3B-Thinking-2507, Concurrency=16, Inference Engine=SGLang2026.05 | 3,187 | 16 | 5.32 | |
| Draft-OPDBackbone Model=Qwen3-4B (Enable Thinking), Concurrency=4, Inference Engine=SGLang2026.05 | 2,984 | 8 | 6.59 | |
| DFlashBackbone Model=Qwen3-4B (Enable Thinking), Concurrency=4, Inference Engine=SGLang2026.05 | 2,755 | — | 6.06 | |
| DFlashBackbone Model=Qwen3-30B-A3B-Thinking-2507, Concurrency=16, Inference Engine=SGLang2026.05 | 2,738 | — | 4.54 | |
| Draft-OPDBackbone Model=Qwen3-8B (Enable Thinking), Concurrency=4, Inference Engine=SGLang2026.05 | 2,465 | 16 | 6.42 | |
| DFlashBackbone Model=Qwen3-8B (Enable Thinking), Concurrency=4, Inference Engine=SGLang2026.05 | 2,121 | — | 5.67 | |
| Draft-OPDBackbone Model=Qwen3-30B-A3B-Thinking-2507, Concurrency=8, Inference Engine=SGLang2026.05 | 2,111 | 13 | 5.32 | |
| DFlashBackbone Model=Qwen3-30B-A3B-Thinking-2507, Concurrency=8, Inference Engine=SGLang2026.05 | 1,858 | — | 4.54 | |
| Draft-OPDBackbone Model=Qwen3-30B-A3B-Thinking-2507, Concurrency=4, Inference Engine=SGLang2026.05 | 1,229 | 13 | 5.32 | |
| DFlashBackbone Model=Qwen3-30B-A3B-Thinking-2507, Concurrency=4, Inference Engine=SGLang2026.05 | 1,086 | — | 4.54 | |
| Draft-OPDBackbone Model=Qwen3-4B (Enable Thinking), Concurrency=1, Inference Engine=SGLang2026.05 | 969 | 6 | 6.59 | |
| DFlashBackbone Model=Qwen3-4B (Enable Thinking), Concurrency=1, Inference Engine=SGLang2026.05 | 912 | — | 6.06 | |
| Draft-OPDBackbone Model=Qwen3-8B (Enable Thinking), Concurrency=1, Inference Engine=SGLang2026.05 | 741 | 12 | 6.42 | |
| DFlashBackbone Model=Qwen3-8B (Enable Thinking), Concurrency=1, Inference Engine=SGLang2026.05 | 662 | — | 5.67 | |
| Draft-OPDBackbone Model=Qwen3-30B-A3B-Thinking-2507, Concurrency=1, Inference Engine=SGLang2026.05 | 476 | 13 | 5.32 | |
| DFlashBackbone Model=Qwen3-30B-A3B-Thinking-2507, Concurrency=1, Inference Engine=SGLang2026.05 | 421 | — | 4.54 |