Author

Reva Schwartz

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#artificial intelligence Open access Feb 2026

CIRCLE: A Framework for Evaluating AI from a Real-World Lens

CIRCLE operationalizes the Validation phase of TEVV by translating priorities of stakeholders outside the stack into measurable signals, and produces systematic knowledge that can enable governance based on materialized downstream effects rather than theoretical capabilities.

Reva Schwartz, Carina E. I. Westling, Morgan Briggs et al. · arXiv.org · 1 citation · ⚡1

Open access Sep 2026

Wild, Thick, and Wicked: Situated Evidence on AI-In-Use for Decisions About Deploying AI Systems

A real-world AI evaluation framework focused on AI-in-use: how people actually appropriate, adapt, and work around AI systems in context, and what consequences follow over time is proposed.

Reva Schwartz, Gabriella Waters · Social science computer revi... · 0 citations