ResearchBenchmarksMulti-modal Understanding on MMBench (S-I-U, AR, PR, CR)Multi-modal Understanding on MMBench (S-I-U, AR, PR, CR)Follow52.5S-I-UTaLo48.3449.4250.551.58Feb 1, 2026Evaluation resultsMethodMethodLinksS-I-UARPRCRTaLoBackbone=Qwen2-VL-2B,...Backbone=Qwen2-VL-2B, Shots=10 shots2026.0252.572.347.675TaLoBackbone=Qwen2-VL-2B,...Backbone=Qwen2-VL-2B, Shots=15 shots2026.0252.372.150.875.3TaLoBackbone=Qwen2-VL-2B,...Backbone=Qwen2-VL-2B, Shots=20 shots2026.0248.573.455.676.6