Safeguard-Conditioned Uplift: Measuring Utility-Risk Frontiers for Dual-Use Biology Assistants
arXiv:2607.13039v1 Announce Type: new Abstract: Safety evaluations for dual-use biology assistants often measure base-model capability, refusal behavior, or jailbreak success. These metrics miss a deployment question: for a fixed base model, how does the access condition users actually see change benign utility and harmful actionable assistance? I introduce safeguard-conditioned uplift, a protocol for comparing deployed access conditions through a human-judged utility-risk frontier. I evaluate C
Record details
Published: 16 July 2026
Source: arXiv cs.CY
Category: Research
Topics: Safety & alignment · Biotech
Retrieved: 16 July 2026
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ethics.ai (16 July 2026), “Safeguard-Conditioned Uplift: Measuring Utility-Risk Frontiers for Dual-Use Biology Assistants,” evidence record 10535, https://ethics.ai/record/10535 (originally published by arXiv cs.CY).
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