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Multi-image Understanding on MMIU (test)

52.6AccuracyQwen2VL-7B
12.0422.5733.143.63Jan 12, 2026

Evaluation results

MethodLinks
Qwen2VL-7B2026.0152.6
attention-masking strategybackbone=LLaVA-OV-7B, attention masking=true2026.0145.5
LLaVA-OV-7B2026.0145
InternVL2-Llama3-76B2026.0144.2
Qwen2VL-2B2026.0138.7
procedural data-generation strategybackbone=LLaVA-OV-0.5B, attention masking=false2026.0137.2
InternVL2-8B2026.0136.8
attention-masking strategybackbone=LLaVA-OV-0.5B, attention masking=true2026.0136.3
LLaVA-OV-0.5B2026.0134.2
LLaVA-v1.5-7B2026.0119.2
InternVL2-2B2026.0113.6