Mathematical Reasoning on MATH (Speedup)
4.9SpeedupFailFast
Evaluation Results
| Method | Links | |
|---|---|---|
| FailFastTarget Model=Qwen2.5-32B-Instruct2025.12 | 4.9 | |
| FailFastTarget Model=Qwen2.5-14B-Instruct2025.12 | 3.92 | |
| Fast-dLLMTarget Model=Qwen2.5-32B-Instruct2025.12 | 3.57 | |
| FailFastTarget Model=Qwen2.5-7B-Instruct2025.12 | 3.06 | |
| AR Draft ModelTarget Model=Qwen2.5-32B-Instruct2025.12 | 2.93 | |
| EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-32B-Instruct2025.12 | 2.87 | |
| Fast-dLLMTarget Model=Qwen2.5-14B-Instruct2025.12 | 2.57 | |
| EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-14B-Instruct2025.12 | 2.48 | |
| EAGLE-3 (w/ draft tree)Target Model=Qwen2.5-7B-Instruct2025.12 | 2.31 | |
| AR Draft ModelTarget Model=Qwen2.5-14B-Instruct2025.12 | 2.05 | |
| Fast-dLLMTarget Model=Qwen2.5-7B-Instruct2025.12 | 1.95 | |
| AR Draft ModelTarget Model=Qwen2.5-7B-Instruct2025.12 | 1.43 |