ResearchBenchmarksImage-to-text Retrieval on ROCOFollow39.5R@1CLIP (LT)13.531220.273127.01533.7569Dec 8, 2022Jun 21, 2023Jan 3, 2024Jul 16, 2024Jan 28, 2025Aug 11, 2025Feb 23, 2026Evaluation ResultsMethodMethodLinksR@1R@5R@10CLIP (LT)Temperature=LearnableTemperature=Learnable2026.0239.567.474.4LCLgapLosses=LATP + LCULosses=LATP + LCU2026.0238.968.881.8CLIP (FT)Temperature=0.07Temperature=0.072026.0238.365.875.8VLPCookPT=VSLPPT=VSLP2022.1218.4442.7855.9VLPCookPT=ØPT=Ø2022.1214.5338.251.71