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RealityTest: How People Probe AI Identity and Whether Models Disclose It

RealityTest benchmarks multimodal multilingual AI identity disclosure via 3,152 human queries, finding question phrasing and context dominate over model choice and suppression cuts rates below 30%.

Anna Gausen, Sarenne Wallbridge, Bessie O'Dell, Christopher Summerfield and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 18 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 4/5