Safety and Utility Evaluation on Education subset
80.4JSRVanilla
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VanillaTarget Model=GPT-4o2025.11 | 80.4 | 4.838 | |
| RPOTarget Model=GPT-4o2025.11 | 68 | 4.828 | |
| VanillaTarget Model=DeepSeek-R12025.11 | 67.2 | 4.826 | |
| RPOTarget Model=DeepSeek-R12025.11 | 67.2 | 4.782 | |
| VanillaTarget Model=Average2025.11 | 65.6 | 4.831 | |
| RPO-MENTORTarget Model=DeepSeek-R12025.11 | 65.6 | 4.518 | |
| DPPTarget Model=GPT-4o2025.11 | 65.2 | 4.926 | |
| RPO-MENTORTarget Model=GPT-4o2025.11 | 64.2 | 4.766 | |
| RPOTarget Model=Average2025.11 | 63.5 | 4.825 | |
| ProBTarget Model=GPT-4o2025.11 | 63.4 | 4.41 | |
| RPO-MENTORTarget Model=Average2025.11 | 60.7 | 4.683 | |
| DPPTarget Model=DeepSeek-R12025.11 | 58.2 | 4.872 | |
| ProBTarget Model=Average2025.11 | 55.5 | 4.42 | |
| RPOTarget Model=Qwen3-235B2025.11 | 55.2 | 4.864 | |
| DPPTarget Model=Average2025.11 | 55.1 | 4.874 | |
| ProBTarget Model=DeepSeek-R12025.11 | 52.4 | 4.436 | |
| RPO-MENTORTarget Model=Qwen3-235B2025.11 | 52.2 | 4.764 | |
| RePDTarget Model=GPT-4o2025.11 | 52 | 1.946 | |
| ProBTarget Model=Qwen3-235B2025.11 | 50.8 | 4.414 | |
| VanillaTarget Model=Qwen3-235B2025.11 | 49.2 | 4.83 | |
| DPPTarget Model=Qwen3-235B2025.11 | 41.8 | 4.824 | |
| RePDTarget Model=Average2025.11 | 32.8 | 3.189 | |
| Self-ReminderTarget Model=GPT-4o2025.11 | 27 | 4.644 | |
| RePDTarget Model=DeepSeek-R12025.11 | 26.4 | 4.601 | |
| RePDTarget Model=Qwen3-235B2025.11 | 19.8 | 3.02 | |
| G4DTarget Model=Qwen3-235B2025.11 | 19.2 | 4.728 | |
| G4DTarget Model=DeepSeek-R12025.11 | 18.6 | 4.84 | |
| G4DTarget Model=Average2025.11 | 18 | 4.741 | |
| Self-ReminderTarget Model=Average2025.11 | 17.6 | 4.698 | |
| Self-ReminderTarget Model=DeepSeek-R12025.11 | 16.8 | 4.822 | |
| G4DTarget Model=GPT-4o2025.11 | 16.2 | 4.656 | |
| G4D-RuleTreeTarget Model=DeepSeek-R12025.11 | 14.6 | 4.712 | |
| MENTORTarget Model=GPT-4o2025.11 | 13.8 | 4.21 | |
| DPP-MENTORTarget Model=GPT-4o2025.11 | 13.2 | 4.684 | |
| G4D-RuleTreeTarget Model=GPT-4o2025.11 | 12.8 | 4.612 | |
| G4D-RuleTreeTarget Model=Average2025.11 | 12 | 4.656 | |
| DPP-MENTORTarget Model=DeepSeek-R12025.11 | 9.8 | 4.818 | |
| DPP-MENTORTarget Model=Average2025.11 | 9.8 | 4.781 | |
| MENTORTarget Model=Average2025.11 | 9.8 | 4.524 | |
| Self-ReminderTarget Model=Qwen3-235B2025.11 | 9 | 4.628 | |
| G4D-RuleTreeTarget Model=Qwen3-235B2025.11 | 8.6 | 4.644 | |
| MENTORTarget Model=DeepSeek-R12025.11 | 8.4 | 4.562 | |
| MENTORTarget Model=Qwen3-235B2025.11 | 7.2 | 4.8 | |
| DPP-MENTORTarget Model=Qwen3-235B2025.11 | 6.4 | 4.842 |