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ResearchFormerly WizWand

ToolEmu

Benchmarks

TaskDatasetSOTA resultTrendResults

Agent Behavioral Safety and Helpfulness Evaluation

ToolEmu

97.9Safety Rate

42

Agent Safety Evaluation

ToolEmu

99Safety

36

Policy-refinement

ToolEmu

33.1IOR

16

Graph-based Agent Memory Poisoning

ToolEmu

97Utilization (Util.)

5

Propagation Detection

ToolEmu filtered 79-case injection-like

62.3Precision

2