ResearchBenchmarksMultimodal Question Answering on MMCOQADocMultimodal Question Answering on MMCOQADocFollow51.11EMFIF34.563638.859343.15547.4507Feb 3, 2026Evaluation resultsMethodMethodLinksEMF1FIFAlgorithm=FIFAlgorithm=FIF2026.0251.1162.42IRCOTAlgorithm=IRCOTAlgorithm=IRCOT2026.0247.2157.71LILACAlgorithm=LILACAlgorithm=LILAC2026.0242.5751.14COLPALIAlgorithm=COLPALIAlgorithm=COLPALI2026.0240.7347.46NVEMBED-V2Algorithm=NVEMBED-V2Algorithm=NVEMBED-V22026.0239.247.73VISRAGAlgorithm=VISRAGAlgorithm=VISRAG2026.0235.242.66