ResearchBenchmarksImage-Text Evaluator Robustness (Economic Sensitivity) on Pascal-50SFollow-2.2Median % Change vs. NeutralCLIPScore-2.248-1.924-1.6-1.276May 23, 2026Evaluation ResultsMethodMethodLinksMedian % Change vs. NeutralCLIPScore2026.05-2.2PAC-S2026.05-2.1FLEUR2026.05-1.2UMIC2026.05-1.1Judge2026.05-1