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ResearchFormerly WizWand

Data Ranking on Insecure code

0.71AUROCPRISM
0.2420.36350.4850.6065May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PRISMModel=Qwen-3-14B, Mix ratio=50%2026.050.71
CONCEPTINFModel=Qwen-3-14B, Mix ratio=1%2026.050.67
PRISMModel=Qwen-3-14B, Mix ratio=10%2026.050.67
PRISMModel=Qwen-3-14B, Mix ratio=20%2026.050.66
IF-GUIDEModel=Qwen-3-14B, Mix ratio=50%2026.050.64
IF-GUIDEModel=Qwen-3-14B, Mix ratio=20%2026.050.59
CONCEPTINFModel=Qwen-3-14B, Mix ratio=10%2026.050.55
PRISMModel=Qwen-3-14B, Mix ratio=1%2026.050.55
CONCEPTINFModel=Qwen-3-14B, Mix ratio=20%2026.050.54
IF-GUIDEModel=Qwen-3-14B, Mix ratio=10%2026.050.53
SAE-FEATModel=Qwen-3-14B, Mix ratio=10%2026.050.52
SAE-FEATModel=Qwen-3-14B, Mix ratio=20%2026.050.52
VECFILTERModel=Qwen-3-14B, Mix ratio=50%2026.050.51
CONCEPTINFModel=Qwen-3-14B, Mix ratio=50%2026.050.51
SAE-FEATModel=Qwen-3-14B, Mix ratio=50%2026.050.51
PROJDIFFModel=Qwen-3-14B, Mix ratio=50%2026.050.5
SAE-FEATModel=Qwen-3-14B, Mix ratio=1%2026.050.5
ICL-EMModel=Qwen-3-14B, Mix ratio=50%2026.050.49
IF-GUIDEModel=Qwen-3-14B, Mix ratio=1%2026.050.46
PROJDIFFModel=Qwen-3-14B, Mix ratio=20%2026.050.45
PROJDIFFModel=Qwen-3-14B, Mix ratio=10%2026.050.44
PROJDIFFModel=Qwen-3-14B, Mix ratio=1%2026.050.42
ICL-EMModel=Qwen-3-14B, Mix ratio=1%2026.050.37
VECFILTERModel=Qwen-3-14B, Mix ratio=20%2026.050.35
VECFILTERModel=Qwen-3-14B, Mix ratio=1%2026.050.33
VECFILTERModel=Qwen-3-14B, Mix ratio=10%2026.050.32
ICL-EMModel=Qwen-3-14B, Mix ratio=20%2026.050.27
ICL-EMModel=Qwen-3-14B, Mix ratio=10%2026.050.26