ResearchBenchmarksMulti-modal Benchmark on MMEMulti-modal Benchmark on MMEFollow1,509Total ScoreVanilla1,475.721,484.361,4931,501.64Feb 3, 2026Evaluation resultsMethodMethodLinksTotal ScoreRelative PerformanceVanillaVisual Token Budget=576Visual Token Budget=5762026.021,509100SwiftVLMVisual Token Budget=192Visual Token Budget=1922026.021,50399.6SwiftVLMVisual Token Budget=128Visual Token Budget=1282026.021,47797.9