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Privacy and Utility Evaluation research benchmarks · SOTA2 Research

Privacy and Utility Evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.34Privacy Score

36

Jun 1, 2026

100Privacy Score

36

Jun 1, 2026

AgentLeak Hierarchical 5 agents

Full-System LCGuard

85Privacy

5

May 22, 2026

PrivacyLens Hierarchical, 5 agents

Full-System LCGuard

86Privacy Score

5

May 22, 2026

AgentLeak Sequential, 3 agents

Full-System LCGuard

84.5Privacy Score

5

May 22, 2026

PrivacyLens Sequential, 4 agents

87Privacy Score

5

May 22, 2026

Popular datasets

PrivacyLens AgentLeak PasswordEval PEEP

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