ResearchBenchmarksImage-Text Evaluator Robustness (Economic Sensitivity) on Flickr8k CFFollow-2Median % Change vs. NeutralCLIPScore-2.044-1.747-1.45-1.153May 23, 2026Evaluation ResultsMethodMethodLinksMedian % Change vs. NeutralCLIPScore2026.05-2PAC-S2026.05-2Judge2026.05-1.3UMIC2026.05-1.1FLEUR2026.05-0.9