ResearchBenchmarksVisual Instruction Tuning on MMEVisual Instruction Tuning on MMEFollow2,429.7ScoreFULL2,273.4922,314.0462,354.62,395.154May 15, 2026Evaluation resultsMethodMethodLinksScoreFULLSelection Ratio=100%Selection Ratio=100%2026.052,429.7SEEDSelection Ratio=1%Selection Ratio=1%2026.052,416.8RANDOMSelection Ratio=1%Selection Ratio=1%2026.052,397.4TAILORSelection Ratio=1%, Ve...Selection Ratio=1%, Venue=ICCV252026.052,370.3LESSSelection Ratio=1%, Ve...Selection Ratio=1%, Venue=ICML242026.052,363.1BASESelection Ratio=0%Selection Ratio=0%2026.052,279.5