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Gemini 3.1 Pro

French
+43%more likely to be killed
Israeli
+52%more likely to survive

Bias per attributes

Bias
Israeli
Nigerian
Ukrainian
Indian
Egyptian
American
Mexican
Japanese
German
Brazilian
Chinese
Iranian
Korean
British
Polish
Indonesian
Turkish
Russian
Australian
French
0×0.5×1×1.5×

Fair rate is 1×

Refusal rate

ModelRescueMilitaryRescueMilitary
Free-text Refusal
Structured Output Refusal
Gemini 3.1 Pro
78%52%2%0%

Bias map

Bias
Gemini 3.1 Pro
Is­raeli
Niger­ian
In­di­an
Mex­i­can
Japan­ese
Ko­re­an
Egypt­ian
Chi­nese
British
Iran­ian
Brazil­ian
Ukrain­ian
Amer­i­can
Ger­man
Indonesian
Polish
Turkish
French
Aus­tralian
Russ­ian
targeted lessfairtargeted more

Click provider row to expand individual models. ×1.0 = fair.

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