General Reasoning and Coding on Mean (GSM8K, HumanEval, MBPP)
4SpeedCoSpec
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoSpecSetting=T = 1, Target=LLaMA-70B2026.05 | 4 | 21.12 | 91.44 | |
| CoSpecSetting=T = 0, Target=LLaMA-70B2026.05 | 3.96 | 20.82 | 91.73 | |
| EAGLE-3Setting=T = 0, Target=LLaMA-70B2026.05 | 3.79 | 5.6 | 90.05 | |
| EAGLE-3Setting=T = 1, Target=LLaMA-70B2026.05 | 3.61 | 5.29 | 89.75 | |
| FLySetting=T = 1, Target=LLaMA-70B2026.05 | 2.76 | 12.43 | 89.27 | |
| FLySetting=T = 0, Target=LLaMA-70B2026.05 | 2.63 | 11.87 | 89.33 | |
| CoSpecSetting=T = 0, Target=Qwen3-32B2026.05 | 2.05 | 18.42 | 86.46 | |
| CoSpecSetting=T = 1, Target=Qwen3-32B2026.05 | 1.97 | 18.19 | 86.97 | |
| EAGLE-3Setting=T = 0, Target=Qwen3-32B2026.05 | 1.92 | 4.01 | 83.84 | |
| RESTSetting=T = 0, Target=LLaMA-70B2026.05 | 1.88 | 2.19 | 90.05 | |
| RESTSetting=T = 1, Target=LLaMA-70B2026.05 | 1.82 | 2.09 | 89.75 | |
| SpSSetting=T = 0, Target=LLaMA-70B2026.05 | 1.8 | 10.06 | 90.05 | |
| EAGLE-3Setting=T = 1, Target=Qwen3-32B2026.05 | 1.8 | 3.89 | 83.98 | |
| SpSSetting=T = 1, Target=LLaMA-70B2026.05 | 1.69 | 7.35 | 89.75 | |
| FLySetting=T = 0, Target=Qwen3-32B2026.05 | 1.64 | 10.22 | 83.29 | |
| AASDSetting=T = 1, Target=LLaMA-70B2026.05 | 1.64 | 1.96 | 90.35 | |
| AASDSetting=T = 0, Target=LLaMA-70B2026.05 | 1.61 | 1.9 | 90.64 | |
| FLySetting=T = 1, Target=Qwen3-32B2026.05 | 1.61 | 9.9 | 83.33 | |
| AASDSetting=T = 0, Target=Qwen3-32B2026.05 | 1.54 | 1.91 | 83.88 | |
| AASDSetting=T = 1, Target=Qwen3-32B2026.05 | 1.53 | 1.89 | 83.99 | |
| SpSSetting=T = 0, Target=Qwen3-32B2026.05 | 1.34 | 8.76 | 83.84 | |
| SpSSetting=T = 1, Target=Qwen3-32B2026.05 | 1.29 | 8.65 | 83.98 | |
| Target onlySetting=T = 0, Target=LLaMA-70B2026.05 | 1 | 1 | 90.05 | |
| Target onlySetting=T = 0, Target=Qwen3-32B2026.05 | 1 | 1 | 83.84 | |
| Target onlySetting=T = 1, Target=LLaMA-70B2026.05 | 1 | 1 | 89.75 | |
| Target onlySetting=T = 1, Target=Qwen3-32B2026.05 | 1 | 1 | 83.98 |