ResearchBenchmarksCross-modal consistency verification on COSMOSFollow56.85AccuracyREFORM41.30245.338549.37553.4115Mar 2, 2026Evaluation ResultsMethodMethodLinksAccuracyREFORMmode=Zero-shot, traini...mode=Zero-shot, training=ROM-trained2026.0356.85HAMMERmode=Zero-shot, traini...mode=Zero-shot, training=ROM-trained2026.0356.77HAMMER++mode=Zero-shot, traini...mode=Zero-shot, training=ROM-trained2026.0356.12FKA-Owlmode=Zero-shot, traini...mode=Zero-shot, training=ROM-trained2026.0355.88ViLTmode=Zero-shot, traini...mode=Zero-shot, training=ROM-trained2026.0341.9