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New Severity Scale for Evaluating Harm in Tool-Using AI Agents
Researchers propose a seven-level ordinal scale to grade the severity of harm caused by AI agents' actions, moving beyond binary attack-success metrics. This rubric assesses the impact of tool-call trajectories to provide more nuanced defense insights.
Current benchmarks only indicate if an attack succeeded or failed, missing critical information about the harm caused. A graded severity scale helps defenders better understand and mitigate risks posed by compromised AI agents.
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Score 81
Source Type arxiv
Reposts 0
Topic Quality 65
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