ResearchBenchmarksVision-Language Evaluation Metric Sensitivity Analysis on Flickr8k-CF cultural subsetFollow-0.7Median % Change vs NeutralJudge-2.052-1.701-1.35-0.999May 23, 2026Evaluation ResultsMethodMethodLinksMedian % Change vs NeutralJudge2026.05-0.7FLEUR2026.05-0.9UMIC2026.05-1.1PAC-S2026.05-1.8CLIPScore2026.05-2