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ResearchFormerly WizWand

Window-level anti-pattern detection on TorchTraceAP Seen

0.8428AUC-ROCOurs
0.4882640.5803070.672350.764393Dec 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
OursNumber of Windows (Nw)=1002025.120.8428
OursNumber of Windows (Nw)=2002025.120.8185
OursNumber of Windows (Nw)=502025.120.8052
OursNumber of Windows (Nw)=1002025.120.7679
OursNumber of Windows (Nw)=2002025.120.7424
OursNumber of Windows (Nw)=1002025.120.7415
OursNumber of Windows (Nw)=502025.120.6953
OursNumber of Windows (Nw)=502025.120.6926
OursNumber of Windows (Nw)=2002025.120.6885
Pure LLMNumber of Windows (Nw)=1002025.120.5611
Pure LLMNumber of Windows (Nw)=2002025.120.5519
Pure LLMNumber of Windows (Nw)=1002025.120.5432
Pure LLMNumber of Windows (Nw)=2002025.120.5426
Pure LLMNumber of Windows (Nw)=2002025.120.5415
Pure LLMNumber of Windows (Nw)=502025.120.5412
Pure LLMNumber of Windows (Nw)=502025.120.5339
Pure LLMNumber of Windows (Nw)=502025.120.5281
Pure LLMNumber of Windows (Nw)=1002025.120.5269
RuleNumber of Windows (Nw)=502025.120.5245
RuleNumber of Windows (Nw)=1002025.120.5213
RuleNumber of Windows (Nw)=2002025.120.5203
RuleNumber of Windows (Nw)=502025.120.5193
RuleNumber of Windows (Nw)=2002025.120.5173
RuleNumber of Windows (Nw)=1002025.120.5168
RuleNumber of Windows (Nw)=2002025.120.5157
RuleNumber of Windows (Nw)=1002025.120.5134
RuleNumber of Windows (Nw)=502025.120.5127
ClusteringNumber of Windows (Nw)=2002025.120.5112
ClusteringNumber of Windows (Nw)=502025.120.5111
ClusteringNumber of Windows (Nw)=1002025.120.5091
ClusteringNumber of Windows (Nw)=1002025.120.5086
ClusteringNumber of Windows (Nw)=2002025.120.5083
ClusteringNumber of Windows (Nw)=2002025.120.5067
ClusteringNumber of Windows (Nw)=502025.120.5049
ClusteringNumber of Windows (Nw)=502025.120.5021
ClusteringNumber of Windows (Nw)=1002025.120.5019