ResearchBenchmarksText-image retrieval on CREPEFollow73.56NDCG@10MIRAGE64.77267.053569.33571.6165Oct 10, 2025Evaluation ResultsMethodMethodLinksNDCG@10QPSMIRAGEvariant=w/o O1variant=w/o O12025.1073.56133.3MIRAGEvariant=w/o Opt.variant=w/o Opt.2025.1073.2212.1MIRAGEvariant=w/o O1, O2variant=w/o O1, O22025.1073.1721.1MIRAGEvariant=Fullvariant=Full2025.1072.83148.6POQDalgorithm=1+N Modealgorithm=1+N Mode2025.1071.6254.8Vanillaalgorithm=1 Modealgorithm=1 Mode2025.1065.111,230