ResearchBenchmarksText-to-text intra-modality retrieval on Flickr30KText-to-text intra-modality retrieval on Flickr30KFollow60.63mAPHyFL-CLIP51.977254.223656.4758.7164Jul 1, 2026Evaluation resultsMethodMethodLinksmAPPr@RHyFL-CLIP2026.0760.6354.98HiMo-CLIPimplementation=our imp...implementation=our implementation2026.0758.0252.66FineLIPimplementation=our imp...implementation=our implementation2026.0752.5547.78Long-CLIPimplementation=author-...implementation=author-provided checkpoints2026.0752.3147.56