Data Ranking on Insecure code
0.71AUROCPRISM
Evaluation Results
| Method | Links | |
|---|---|---|
| PRISMModel=Qwen-3-14B, Mix ratio=50%2026.05 | 0.71 | |
| CONCEPTINFModel=Qwen-3-14B, Mix ratio=1%2026.05 | 0.67 | |
| PRISMModel=Qwen-3-14B, Mix ratio=10%2026.05 | 0.67 | |
| PRISMModel=Qwen-3-14B, Mix ratio=20%2026.05 | 0.66 | |
| IF-GUIDEModel=Qwen-3-14B, Mix ratio=50%2026.05 | 0.64 | |
| IF-GUIDEModel=Qwen-3-14B, Mix ratio=20%2026.05 | 0.59 | |
| CONCEPTINFModel=Qwen-3-14B, Mix ratio=10%2026.05 | 0.55 | |
| PRISMModel=Qwen-3-14B, Mix ratio=1%2026.05 | 0.55 | |
| CONCEPTINFModel=Qwen-3-14B, Mix ratio=20%2026.05 | 0.54 | |
| IF-GUIDEModel=Qwen-3-14B, Mix ratio=10%2026.05 | 0.53 | |
| SAE-FEATModel=Qwen-3-14B, Mix ratio=10%2026.05 | 0.52 | |
| SAE-FEATModel=Qwen-3-14B, Mix ratio=20%2026.05 | 0.52 | |
| VECFILTERModel=Qwen-3-14B, Mix ratio=50%2026.05 | 0.51 | |
| CONCEPTINFModel=Qwen-3-14B, Mix ratio=50%2026.05 | 0.51 | |
| SAE-FEATModel=Qwen-3-14B, Mix ratio=50%2026.05 | 0.51 | |
| PROJDIFFModel=Qwen-3-14B, Mix ratio=50%2026.05 | 0.5 | |
| SAE-FEATModel=Qwen-3-14B, Mix ratio=1%2026.05 | 0.5 | |
| ICL-EMModel=Qwen-3-14B, Mix ratio=50%2026.05 | 0.49 | |
| IF-GUIDEModel=Qwen-3-14B, Mix ratio=1%2026.05 | 0.46 | |
| PROJDIFFModel=Qwen-3-14B, Mix ratio=20%2026.05 | 0.45 | |
| PROJDIFFModel=Qwen-3-14B, Mix ratio=10%2026.05 | 0.44 | |
| PROJDIFFModel=Qwen-3-14B, Mix ratio=1%2026.05 | 0.42 | |
| ICL-EMModel=Qwen-3-14B, Mix ratio=1%2026.05 | 0.37 | |
| VECFILTERModel=Qwen-3-14B, Mix ratio=20%2026.05 | 0.35 | |
| VECFILTERModel=Qwen-3-14B, Mix ratio=1%2026.05 | 0.33 | |
| VECFILTERModel=Qwen-3-14B, Mix ratio=10%2026.05 | 0.32 | |
| ICL-EMModel=Qwen-3-14B, Mix ratio=20%2026.05 | 0.27 | |
| ICL-EMModel=Qwen-3-14B, Mix ratio=10%2026.05 | 0.26 |