ResearchBenchmarksLanguage Understanding on ARC (E/C), BoolQ, MMLU, WinoGrandeLanguage Understanding on ARC (E/C), BoolQ, MMLU, WinoGrandeFollow79ARC-E AccuracyUni-X50.50457.90265.372.698Sep 29, 2025Evaluation resultsMethodMethodLinksARC-E AccuracyARC-C AccuracyWinoGrande AccuracyBoolQ AccuracyMMLU AccuracyAverage AccuracyUni-X# Params.=3B / 4.5B# Params.=3B / 4.5B2025.097947.968.982.257.667.1Chameleon# Params.=7B# Params.=7B2025.0976.146.570.481.452.165.3Liquid# Params.=7B# Params.=7B2025.0975.64972.7815666.9Janus-Pro# Params.=7B# Params.=7B2025.0970.440.966.180.249.361.4VILA-U# Params.=7B# Params.=7B2025.0951.63457.370.625.547.8