Permission-aware generation on MedicalSys
91.7PrecisionPrompt-Only
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Prompt-OnlyBackbone=LLaMA3.1-8B2026.05 | 91.7 | 80.7 | 85.3 | 82.6 | 0.968 | 0 | 2.25 | |
| Prompt-PermBackbone=LLaMA3.1-8B2026.05 | 91.6 | 77.5 | 83.2 | 80.6 | 0.09 | 0 | 2.32 | |
| Prompt-OnlyBackbone=Qwen2.5-7B2026.05 | 87.3 | 70.9 | 77.3 | 78.6 | 0.97 | 0 | 2.13 | |
| PERMIT-OffsetBackbone=LLaMA3.1-8B2026.05 | 84.6 | 81 | 82.8 | 83 | 0 | 0.0018 | 2.33 | |
| PERMIT-OffsetBackbone=Qwen2.5-7B2026.05 | 83.9 | 78.2 | 80.4 | 82.6 | 0.025 | 0.0017 | 2.43 | |
| PERMIT-GateBackbone=LLaMA3.1-8B2026.05 | 83.7 | 80.5 | 81.9 | 84 | 0.001 | 0.0018 | 2.35 | |
| PERMIT-GateBackbone=Qwen2.5-7B2026.05 | 78.9 | 66.2 | 71.1 | 75.6 | 0.11 | 0.0017 | 2.64 | |
| ControlNetBackbone=Qwen2.5-7B2026.05 | 77.9 | 55 | 61.7 | 65.8 | 0.177 | 0.1024 | 2.93 | |
| ControlNetBackbone=LLaMA3.1-8B2026.05 | 67.8 | 58.4 | 61.6 | 68 | 0.01 | 0.1168 | 3 | |
| Prompt-PermBackbone=Qwen2.5-7B2026.05 | 56.8 | 51.8 | 53.8 | 69.4 | 0.422 | 0 | 2.29 |