ResearchBenchmarksText-image retrieval on NoCaps (NDCG@10, QPS)Follow85.84NDCG@10MIRAGE81.950482.960283.9784.9798Oct 10, 2025Evaluation ResultsMethodMethodLinksNDCG@10QPSMIRAGEvariant=w/o O1variant=w/o O12025.1085.8476.23MIRAGEvariant=w/o Opt.variant=w/o Opt.2025.1085.67.1MIRAGEvariant=w/o O1, O2variant=w/o O1, O22025.1085.4510.9MIRAGEvariant=Fullvariant=Full2025.1085.23101.3POQDalgorithm=1+N Modealgorithm=1+N Mode2025.1084.6827.8Vanillaalgorithm=1 Modealgorithm=1 Mode2025.1082.1638.4