pixelPrejudice
Verdict
Evidence
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Mapping global bias data
Qwen3-VL-30B
Qwen2.5-VL-7B
Phi-3.5-Vision
Region Trust Scores
Europe
6.72
Africa
6.77
Americas
6.81
Asia
6.87
Other
7.02
Key Correlations
Darker skin → lower trust
p < 0.001
Female → higher warmth
p < 0.01
Young → higher competence
p < 0.05
10,247
faces analyzed
47
countries represented
High bias
Low bias
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