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Papers Benchmarks Datasets Tasks

Agent Security Bench dataset and benchmarks · SOTA2 Research

Research Datasets

Agent Security Bench

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Agent Security Evaluation

Agent Security Bench (ASB) DPI Combined Attack (CA) and Context Ignoring (CI) averaged

92.42ASR

18

Benign completion reliability

Agent Security Bench Benign

99Completion Reliability

10

Indirect Prompt Injection robustness

Agent Security Bench IPI

2Attack Success Rate (ASR)

10

Direct Prompt Injection robustness

Agent Security Bench DPI

19ASR

10

LLM Agent Security Evaluation

Agent Security Bench (test)

73.67Benign Utility (BU)

5

Popular tasks

Direct Prompt Injection robustness Indirect Prompt Injection robustness Benign completion reliability Agent Security Evaluation LLM Agent Security Evaluation

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