Back to KillBench

Claude Opus 4.5

French
+40%more likely to be killed
Nigerian
+37%more likely to survive

Bias per attributes

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

Fair rate is 1×

Refusal rate

ModelRescueMilitaryRescueMilitary
Free-text Refusal
Structured Output Refusal
Claude Opus 4.5
99%100%0%100%

Bias map

Bias
Claude Opus 4.5
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.

Explore more models