Mathematical Reasoning on Hendrycks-MATH (Efficiency Metrics)
1.2Average Acceptance Length (τ)Training-Free
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Training-FreeTemperature=0, Target Model=Qwen2.5-Math-7B2026.03 | 1.2 | 0.82 | |
| Training-FreeTemperature=1, Target Model=Qwen2.5-Math-7B2026.03 | 1.21 | 0.75 | |
| LoRATemperature=1, Target Model=Qwen2.5-Math-7B2026.03 | 3.05 | 1.92 | |
| EDA (Base)Temperature=1, Target Model=Qwen2.5-Math-7B2026.03 | 3.1 | 1.94 | |
| Full-FTTemperature=1, Target Model=Qwen2.5-Math-7B2026.03 | 3.12 | 1.95 | |
| EDA (Ours)Temperature=1, Target Model=Qwen2.5-Math-7B2026.03 | 3.75 | 2.24 | |
| LoRATemperature=0, Target Model=Qwen2.5-Math-7B2026.03 | 4.92 | 3.18 | |
| Full-FTTemperature=0, Target Model=Qwen2.5-Math-7B2026.03 | 4.98 | 3.23 | |
| EDA (Base)Temperature=0, Target Model=Qwen2.5-Math-7B2026.03 | 5 | 3.24 | |
| EDA (Ours)Temperature=0, Target Model=Qwen2.5-Math-7B2026.03 | 5.6 | 3.59 |