Code Generation on LeetCode without write access
15.2Pass@1No intervention
Evaluation Results
| Method | Links | |
|---|---|---|
| No interventionModel=Phi-4-mini, Write access=false2026.04 | 15.2 | |
| Adv. Mod. (multiplicative)Model=Phi-4-mini, Alpha (α)=2.0, Write access=false2026.04 | 15 | |
| Adv. Mod. (additive)Model=Phi-4-mini, Alpha (α)=2.0, Write access=false2026.04 | 12.7 | |
| Gen.-time suppressionModel=Phi-4-mini, Write access=false2026.04 | 12.6 | |
| Adv. Mod. (multiplicative)Model=Phi-4-mini, alpha=2.02026.04 | 12 | |
| No interventionModel=Llama-3.2-3B, Write access=false2026.04 | 6.8 | |
| Adv. Mod. (multiplicative)Model=Llama-3.2-3B, Alpha (α)=2.0, Write access=false2026.04 | 6.8 | |
| Gen.-time suppressionModel=Llama-3.2-3B, Write access=false2026.04 | 6.6 | |
| Adv. Mod. (additive)Model=Llama-3.2-3B, Alpha (α)=2.0, Write access=false2026.04 | 6.4 | |
| Gen.-time suppressionModel=Phi-4-mini2026.04 | 6.1 | |
| Adv. Mod. (multiplicative)Model=Llama-3.2-3B, alpha=2.02026.04 | 5.1 | |
| Adv. Mod. (additive)Model=Phi-4-mini, alpha=2.02026.04 | 4.2 | |
| Gen.-time suppressionModel=Llama-3.2-3B2026.04 | 3 | |
| Adv. Mod. (additive)Model=Llama-3.2-3B, alpha=2.02026.04 | 3 | |
| No interventionModel=Llama-3.2-3B2026.04 | 1.9 | |
| No interventionModel=Phi-4-mini2026.04 | 1.2 |