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Siren AgentDojo - utility under attack

Safety · 2024-06-19

Siren AgentDojo runs AgentDojo's 97 benign tool-use tasks in banking, travel, workspace and online-store environments against 35 injected malicious goals, 949 scenarios in all, with an LLM attacker that refines its injection over several attempts. Utility is the share of scenarios in which the agent still completes the user's benign task in the presence of the injection.

Top models (higher is better)

ModelScore
Muse Glimmer 30B94.2
Qwen3.6 27B92.7
Gemma 4 31B IT90.8
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