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Bibliografiske detaljer
Hovedforfatter: Khor, Ashley
Format: Recurso digital
Sprog:engelsk
Udgivet: Zenodo 2025
Fag:
Online adgang:https://doi.org/10.5281/zenodo.15570677
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  • <p>This archive contains the presentation materials for <strong>“Beyond Compliance: Generative AI Safety Evaluation for Civil Society,”</strong> delivered by Ashley Khor at the IHS Summer Graduate Conference on May 31, 2025. The talk introduces a hybrid evaluation framework designed specifically for high-impact, community-driven AI use cases. Developed through both academic review and field practice, the framework incorporates five core dimensions of safety:</p> <ol> <li> <p><strong>Technical and content integrity</strong></p> </li> <li> <p><strong>Relational and ethical grounding</strong> (design justice, feminist, and trauma-informed principles)</p> </li> <li> <p><strong>Usability and accessibility</strong></p> </li> <li> <p><strong>Organizational readiness</strong></p> </li> <li> <p><strong>Contextual appropriateness</strong> for sensitive, user-directed interactions.</p> </li> </ol> <p>In addition to defining these dimensions, the project extends current GenAI safety practices through a participatory methodology that includes five test-a-thon methods: <strong>human-in-the-loop scoring</strong>, <strong>participatory red teaming</strong>, <strong>simulated user journeys</strong>, <strong>reflective feedback circles</strong>, and <strong>observer-based shadow scoring</strong>. Together, these methods offer a survivor-centered and emotionally attuned lens for evaluating AI systems — not only by their outputs, but by how they are experienced, trusted, and used.</p>