ResearchBenchmarksVision-Language Evaluation Metric Sensitivity Analysis on COMPOSITE culturalFollow-1.9Median % Change vs NeutralCLIPScore-1.944-1.647-1.35-1.053May 23, 2026Evaluation ResultsMethodMethodLinksMedian % Change vs NeutralCLIPScore2026.05-1.9PAC-S2026.05-1.6FLEUR2026.05-0.9UMIC2026.05-0.8Judge2026.05-0.8