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Papers Benchmarks Datasets Tasks

ASB dataset and benchmarks · SOTA2 Research

Research Datasets

ASB

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Guarded Agent Evaluation

ASB latest (IPI)

5.5ASR

14

Guarded Agent Evaluation

ASB latest (DPI)

95.25ASR

14

ASB (Agent Security Benchmark)

90No Attack UA

8

Agent Security Evaluation

ASB (Agent Security Benchmark)

7ASR-d (ASB)

8

ASB n=2000

0ASR

5

Secure LLM Agent Task Completion

ASB

78.75Benign Utility

4

Prompt Injection Defense

ASB

9.1ASR

3

Agent Utility Evaluation

ASB 5 direct prompt-injection styles

88.9Utility (%)

2

Prompt Injection Prevention

ASB 5 direct prompt-injection styles

0ASR

2

Popular tasks

Guarded Agent Evaluation Agent Security Prompt Injection Defense Prompt Injection Prevention Agent Security Evaluation

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