Cultural Modifier Sensitivity Audit on COCO benchmark leaderboard · SOTA2 Research

Cultural Modifier Sensitivity Audit on COCO

1.2Sensitivity Score (American)CLIPScore

Evaluation Results

Method	Links
CLIPScore2026.05		1.2	0.8	-4	-3.5	-3.8	-7	-0.8
PAC-S2026.05		1	0.7	-3.5	-3	-3.3	-6.3	-0.7
UMIC2026.05		0.9	0.7	-3.2	-3	-3.1	-5.8	-0.6
FLEUR2026.05		0.8	0.7	-2.9	-2.7	-2.9	-5.2	-0.5
Judge2026.05		0.8	0.6	-3	-2.7	-2.8	-5.4	-0.5