ResearchBenchmarksText-to-text Intra-modality Retrieval on COCOFollow30.69mAPHyFL-CLIP24.637226.208627.7829.3514Jul 1, 2026Evaluation ResultsMethodMethodLinksmAPPr@RHyFL-CLIP2026.0730.6927.12HiMo-CLIPimplementation=our imp...implementation=our implementation2026.0729.3626.03Long-CLIPimplementation=author-...implementation=author-provided checkpoints2026.0727.5124.58FineLIPimplementation=our imp...implementation=our implementation2026.0724.8722.26