ResearchBenchmarksText-to-text intra-modality retrieval on nocapsFollow41.16mAPHyFL-CLIP33.817635.723837.6339.5362Jul 1, 2026Evaluation ResultsMethodMethodLinksmAPPrecision@RHyFL-CLIP2026.0741.1638.56HiMo-CLIPimplementation=our imp...implementation=our implementation2026.0740.2438.08Long-CLIPimplementation=author-...implementation=author-provided checkpoints2026.0737.1635.47FineLIPimplementation=our imp...implementation=our implementation2026.0734.133.15