Mathematical Reasoning on GSM8K (Speed, tau, Score)
3.88Speed (×)CoSpec
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoSpecSetting=T = 1, Target=LLaMA-70B2026.05 | 3.88 | 20.91 | 96.8 | |
| CoSpecSetting=T = 0, Target=LLaMA-70B2026.05 | 3.82 | 20.31 | 96.59 | |
| EAGLE-3Setting=T = 0, Target=LLaMA-70B2026.05 | 3.67 | 5.63 | 95.6 | |
| EAGLE-3Setting=T = 1, Target=LLaMA-70B2026.05 | 3.5 | 5.31 | 95.1 | |
| FLySetting=T = 1, Target=LLaMA-70B2026.05 | 2.85 | 12.4 | 94.71 | |
| FLySetting=T = 0, Target=LLaMA-70B2026.05 | 2.68 | 11.65 | 94.84 | |
| SpSSetting=T = 0, Target=LLaMA-70B2026.05 | 2.11 | 9.87 | 95.6 | |
| SpSSetting=T = 1, Target=LLaMA-70B2026.05 | 2.08 | 9.67 | 95.1 | |
| CoSpecSetting=T = 0, Target=Qwen3-32B2026.05 | 2.03 | 18.54 | 88.15 | |
| CoSpecSetting=T = 1, Target=Qwen3-32B2026.05 | 1.92 | 18.02 | 88.39 | |
| EAGLE-3Setting=T = 0, Target=Qwen3-32B2026.05 | 1.87 | 4.01 | 85.96 | |
| EAGLE-3Setting=T = 1, Target=Qwen3-32B2026.05 | 1.75 | 3.81 | 86.13 | |
| RESTSetting=T = 0, Target=LLaMA-70B2026.05 | 1.74 | 2 | 95.6 | |
| RESTSetting=T = 1, Target=LLaMA-70B2026.05 | 1.71 | 1.91 | 95.1 | |
| FLySetting=T = 0, Target=Qwen3-32B2026.05 | 1.64 | 9.82 | 85.4 | |
| FLySetting=T = 1, Target=Qwen3-32B2026.05 | 1.6 | 9.54 | 85.48 | |
| AASDSetting=T = 1, Target=LLaMA-70B2026.05 | 1.51 | 1.78 | 95.66 | |
| AASDSetting=T = 0, Target=Qwen3-32B2026.05 | 1.5 | 1.82 | 86.5 | |
| AASDSetting=T = 0, Target=LLaMA-70B2026.05 | 1.48 | 1.72 | 95.92 | |
| AASDSetting=T = 1, Target=Qwen3-32B2026.05 | 1.48 | 1.8 | 86.62 | |
| SpSSetting=T = 0, Target=Qwen3-32B2026.05 | 1.41 | 8.31 | 85.96 | |
| SpSSetting=T = 1, Target=Qwen3-32B2026.05 | 1.39 | 8.28 | 86.13 | |
| Target onlySetting=T = 0, Target=LLaMA-70B2026.05 | 1 | 1 | 95.6 | |
| Target onlySetting=T = 0, Target=Qwen3-32B2026.05 | 1 | 1 | 85.96 | |
| Target onlySetting=T = 1, Target=LLaMA-70B2026.05 | 1 | 1 | 95.1 | |
| Target onlySetting=T = 1, Target=Qwen3-32B2026.05 | 1 | 1 | 86.13 |