ResearchBenchmarksLong-Caption Retrieval on Urban1k, sDCI, DOCCI, IiW AggregateLong-Caption Retrieval on Urban1k, sDCI, DOCCI, IiW AggregateFollow82.7Average Retrieval ScoreDreamLIP47.13256.36665.674.834Sep 23, 2025Evaluation resultsMethodMethodLinksAverage Retrieval ScoreDreamLIPModel=DreamLIPModel=DreamLIP2025.0982.7LongCLIPModel=LongCLIPModel=LongCLIP2025.0979.1LSSModel=LSSModel=LSS2025.0978.7SigLIPModel=SigLIPModel=SigLIP2025.0977.5NegCLIPModel=NegCLIPModel=NegCLIP2025.0973.4CE-CLIPModel=CE-CLIPModel=CE-CLIP2025.0968.1CLIPModel=CLIPModel=CLIP2025.0967DCIP1Model=DCIP1Model=DCIP12025.0956.3DACLLMModel=DACLLMModel=DACLLM2025.0948.5