PersonaTeaming: Supporting Persona-Driven Red-Teaming for Generative AI
Recent developments in AI safety research have called for red-teaming methods that effectively surface potential risks posed by generative AI models, with growing emphasis on how red-teamers' backgrounds and perspectives shape their strategies and the risks they uncover. While automated red-teaming approaches promise to complement human red-teaming through larger-scale exploration, existing automated approaches do not account for human identities and rarely incorporate human inputs. In this work, we explore persona-driven red-teaming to advance both automated red-teaming and human-AI collaboration. We first develop PersonaTeaming Workflow, which incorporates personas into the adversarial ...
| Authors | Wesley Hanwen Deng, Mingxi Yan, Sunnie S. Y. Kim et al. |
|---|---|
| Primary category | cs.HC |
| Published | 7 May 2026 |
| Last updated at source | 8 September 2026 |
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